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Deep Learning Reconstruction to Improve the Quality of MR Imaging: Evaluating the Best Sequence for T-category Assessment in Non-small Cell Lung Cancer Patients. 深度学习重构提高磁共振成像质量:评估非小细胞肺癌患者 T 分类评估的最佳序列
IF 2.5 3区 医学 Q2 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2024-10-01 Epub Date: 2023-09-01 DOI: 10.2463/mrms.mp.2023-0068
Daisuke Takenaka, Yoshiyuki Ozawa, Kaori Yamamoto, Maiko Shinohara, Masato Ikedo, Masao Yui, Yuka Oshima, Nayu Hamabuchi, Hiroyuki Nagata, Takahiro Ueda, Hirotaka Ikeda, Akiyoshi Iwase, Takeshi Yoshikawa, Hiroshi Toyama, Yoshiharu Ohno

Purpose: Deep learning reconstruction (DLR) has been recommended as useful for improving image quality. Moreover, compressed sensing (CS) or DLR has been proposed as useful for improving temporal resolution and image quality on MR sequences in different body fields. However, there have been no reports regarding the utility of DLR for image quality and T-factor assessment improvements on T2-weighted imaging (T2WI), short inversion time (TI) inversion recovery (STIR) imaging, and unenhanced- and contrast-enhanced (CE) 3D fast spoiled gradient echo (GRE) imaging with and without CS in comparison with thin-section multidetector-row CT (MDCT) for non-small cell lung cancer (NSCLC) patients. The purpose of this study was to determine the utility of DLR for improving image quality and the appropriate sequence for T-category assessment for NSCLC patients.

Methods: As subjects for this study, 213 pathologically diagnosed NSCLC patients who underwent thin-section MDCT and MR imaging as well as T-factor diagnosis were retrospectively enrolled. SNR of each tumor was calculated and compared by paired t-test for each sequence with and without DLR. T-factor for each patient was assessed with thin-section MDCT and all MR sequences, and the accuracy for T-factor diagnosis was compared among all sequences and thin-section CT by means of McNemar's test.

Results: SNRs of T2WI, STIR imaging, unenhanced thin-section Quick 3D imaging, and CE-thin-section Quick 3D imaging with DLR were significantly higher than SNRs of those without DLR (P < 0.05). Diagnostic accuracy of STIR imaging and CE-thick- or thin-section Quick 3D imaging was significantly higher than that of thin-section CT, T2WI, and unenhanced thick- or thin-section Quick 3D imaging (P < 0.05).

Conclusion: DLR is thus considered useful for image quality improvement on MR imaging. STIR imaging and CE-Quick 3D imaging with or without CS were validated as appropriate MR sequences for T-factor evaluation in NSCLC patients.

目的:深度学习重建(DLR)被认为有助于提高图像质量。此外,压缩传感(CS)或 DLR 也被认为有助于提高不同体场磁共振序列的时间分辨率和图像质量。然而,目前还没有任何报告显示,在非小细胞肺癌(NSCLC)患者的 T2 加权成像(T2WI)、短反转时间(TI)反转恢复(STIR)成像、有 CS 和无 CS 的未增强和对比增强(CE)三维快速破坏梯度回波(GRE)成像中,DLR 对改善图像质量和 T 因子评估的效用与薄截面多切片排计算机断层扫描(MDCT)进行了比较。本研究的目的是确定 DLR 在改善 NSCLC 患者图像质量方面的效用以及 T 类评估的适当序列:方法:本研究以 213 例经病理诊断的 NSCLC 患者为研究对象,这些患者均接受过薄层 MDCT 和 MR 成像检查以及 T 因子诊断。计算每个肿瘤的信噪比,并通过配对 t 检验比较有无 DLR 的每个序列。用薄层 MDCT 和所有 MR 序列评估每位患者的 T 因子,并通过 McNemar 检验比较所有序列和薄层 CT 诊断 T 因子的准确性:有DLR的T2WI、STIR成像、未增强薄层快速三维成像和CE-薄层快速三维成像的信噪比明显高于无DLR的信噪比(P<0.05)。STIR成像和CE-厚或薄切片快速三维成像的诊断准确性明显高于薄切片CT、T2WI和未增强的厚或薄切片快速三维成像(P < 0.05):结论:因此,DLR 被认为有助于提高磁共振成像的图像质量。STIR成像和带或不带CS的CE-快速三维成像被证实是用于NSCLC患者T因子评估的合适磁共振序列。
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引用次数: 0
Evaluating Biliary Malignancy with Measured and Calculated Ultra-high b-value Diffusion-weighted MR Imaging at 3T. 利用 3T 测量和计算的超高 b 值弥散加权磁共振成像评估胆道恶性肿瘤。
IF 2.5 3区 医学 Q2 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2024-10-01 Epub Date: 2023-05-13 DOI: 10.2463/mrms.mp.2022-0144
Minkyeong Kim, Tae Young Lee, Byeong Seong Kang, Woon Jung Kwon, Soyeoun Lim, Gyeong Min Park, Minseo Bang

Purpose: Although diffusion-weighted imaging (DWI) with ultra-high b-values is reported to be advantageous in the detection of some tumors, its applicability is not yet known in biliary malignancy. Therefore, this study aimed to evaluate the impact of measured b = 1400 s/mm2 (M1400) and calculated b = 1400 s/mm2 (C1400) DWI on image quality and quality of lesion discernibility using a modern 3T MR system compared to conventional b = 800 s/mm2 DWI (M800).

Methods: We evaluated 56 patients who had pathologically proven biliary malignancy. All the patients underwent preoperative or baseline 3T MRI using DWI (b = 50, 400, 800, and 1400 s/mm2). The calculated DWI was obtained using a conventional DWI set (b = 50, 400, and 800). The tumor-to-bile contrast ratio (CR) and tumor SNR were compared between the different DWI images. Likert scores were given on a 5-point scale to assess the overall image quality, overall artifacts, ghost artifacts, misregistration artifacts, margin sharpness, and lesion discernibility. Repeated-measures analysis of variance with post hoc analyses was used for statistical evaluations.

Results: The CR of the tumor-to-bile was significantly higher in both M1400 and C1400 than in M800 (Pa < 0.01). SNRs were significantly higher in M800, followed by C1400 and M1400 (Pa < 0.01). Lesion discernibility was significantly improved for M1400, followed by C1400 and M800 for both readers (Pa < 0.01).

Conclusion: Using a 3T MRI, both measured and calculated DWI with an ultra-high b-value offer superior lesion discernibility for biliary malignancy compared to the conventional DWI.

目的:尽管有报道称超高b值的弥散加权成像(DWI)在某些肿瘤的检测中具有优势,但其在胆道恶性肿瘤中的适用性尚不清楚。因此,本研究旨在评估使用现代 3T 磁共振系统测量的 b = 1400 s/mm2 (M1400) 和计算的 b = 1400 s/mm2 (C1400) DWI 与传统的 b = 800 s/mm2 DWI (M800) 相比对图像质量和病变可辨认性质量的影响:我们对 56 例经病理证实的胆道恶性肿瘤患者进行了评估。所有患者都接受了术前或基线 3T MRI DWI(b = 50、400、800 和 1400 s/mm2)检查。计算出的 DWI 是使用传统 DWI 集(b = 50、400 和 800)获得的。比较了不同 DWI 图像之间的肿瘤与胆汁对比度 (CR) 和肿瘤 SNR。对整体图像质量、整体伪影、重影伪影、错误定位伪影、边缘锐利度和病变可辨识性进行5级李克特评分。统计评估采用重复测量方差分析和事后分析:M1400和C1400的肿瘤到胆汁的CR明显高于M800(Pa < 0.01)。M800的信噪比明显更高,其次是C1400和M1400(Pa < 0.01)。M1400的病变可辨认性明显提高,C1400和M800次之(Pa < 0.01):结论:与传统的 DWI 相比,使用 3T MRI 测量和计算的超高 b 值 DWI 对胆道恶性肿瘤的病变辨别能力更强。
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引用次数: 0
White and Gray Matter Abnormality in Burning Mouth Syndrome Evaluated with Diffusion Tensor Imaging and Neurite Orientation Dispersion and Density Imaging. 用弥散张量成像和神经元定向弥散与密度成像评估烧嘴综合征的白质和灰质异常。
IF 3 3区 医学 Q2 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2024-04-01 Epub Date: 2023-03-29 DOI: 10.2463/mrms.mp.2022-0099
Shimpei Kato, Ryo Kurokawa, Fumio Suzuki, Shiori Amemiya, Takahiro Shinozaki, Daiki Takanezawa, Ryutaro Kohashi, Osamu Abe

Purpose: Burning mouth syndrome (BMS) is defined by a burning sensation or pain in the tongue or other oral sites despite the presence of normal mucosa on inspection. Both psychiatric and neuroimaging investigations have examined BMS; however, there have been no analyses using the neurite orientation dispersion and density imaging (NODDI) model, which provides detailed information of intra- and extracellular microstructures. Therefore, we performed voxel-wise analyses using both NODDI and diffusion tensor imaging (DTI) models and compared the results to better comprehend the pathology of BMS.

Methods: Fourteen patients with BMS and 11 age- and sex-matched healthy control subjects were prospectively scanned using a 3T-MRI machine using 2-shell diffusion imaging. Diffusion tensor metrics (fractional anisotropy [FA], mean diffusivity [MD], axial diffusivity [AD], and radial diffusivity [RD]) and neurite orientation and dispersion index metrics (intracellular volume fraction [ICVF], isotropic volume fraction [ISO], and orientation dispersion index [ODI]) were retrieved from diffusion MRI data. These data were analyzed using tract-based spatial statistics (TBSS) and gray matter-based spatial statistics (GBSS).

Results: TBSS analysis showed that patients with BMS had significantly higher FA and ICVF and lower MD and RD than the healthy control subjects (family-wise error [FWE] corrected P < 0.05). Changes in ICVF, MD, and RD were observed in widespread white matter areas. Fairly small areas with different FA were included. GBSS analysis showed that patients with BMS had significantly higher ISO and lower MD and RD than the healthy control subjects (FWE-corrected P < 0.05), mainly limited to the amygdala.

Conclusion: The increased ICVF in the BMS group may represent myelination and/or astrocytic hypertrophy, and microstructural changes in the amygdala in GBSS analysis indicate the emotional-affective profile of BMS.

目的:烧灼感口腔综合征(BMS)的定义是,尽管口腔粘膜正常,但舌头或其他口腔部位有烧灼感或疼痛。精神病学和神经影像学研究都对烧灼口腔综合征进行了研究;但是,还没有使用神经元取向弥散和密度成像(NODDI)模型进行分析,该模型可提供细胞内和细胞外微结构的详细信息。因此,我们使用神经元取向弥散和密度成像(NODDI)模型和弥散张量成像(DTI)模型进行了体素分析,并对结果进行了比较,以更好地理解 BMS 的病理:14名BMS患者和11名年龄和性别相匹配的健康对照受试者使用3T-MRI机器进行了前瞻性扫描,并使用了2壳弥散成像技术。从弥散 MRI 数据中提取弥散张量指标(分数各向异性[FA]、平均弥散率[MD]、轴向弥散率[AD]和径向弥散率[RD])以及神经元定向和弥散指数指标(胞内体积分数[ICVF]、各向同性体积分数[ISO]和定向弥散指数[ODI])。这些数据使用基于束的空间统计(TBSS)和基于灰质的空间统计(GBSS)进行分析:TBSS分析表明,与健康对照组相比,BMS患者的FA和ICVF明显升高,MD和RD明显降低(家族误差[FWE]校正后P<0.05)。在广泛的白质区域观察到了 ICVF、MD 和 RD 的变化。具有不同 FA 的相当小的区域也包括在内。GBSS分析表明,与健康对照组相比,BMS患者的ISO明显升高,MD和RD明显降低(FWE校正后P<0.05),主要局限于杏仁核:结论:BMS 组 ICVF 的增加可能代表了髓鞘化和/或星形胶质细胞肥大,而 GBSS 分析中杏仁核的微结构变化表明了 BMS 的情绪情感特征。
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引用次数: 0
Pathological Factors Affecting the R2* Values of the Kidney in Blood Oxygenation Level-dependent MR Imaging: A Retrospective Study. 影响血氧饱和度依赖性磁共振成像中肾脏 R2* 值的病理因素:一项回顾性研究
IF 3 3区 医学 Q2 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2024-04-01 Epub Date: 2023-02-07 DOI: 10.2463/mrms.mp.2022-0140
Tomohiko Nishino, Kazuhiro Takahashi, Sayaka Ono, Masakazu Mimaki

Purpose: Despite the usefulness of blood oxygenation level-dependent (BOLD) MRI in assessing glomerulonephritis activity, its relationship with histological findings remains unclear. Because glomerulonephritis presents multiple complex injury patterns, analysis of each pattern is essential. We aimed to elucidate the relationship between the histological findings of the kidney and BOLD MRI findings in mesangial proliferative glomerulonephritis.

Methods: Children under 16 years of age diagnosed with mesangial proliferative glomerulonephritis by kidney biopsy at our university hospital between January 2013 and September 2022 were included in this study. Cortical and medullary spin relaxation rate (R2*) values were measured using BOLD MRI at 3T within two weeks before and after the kidney biopsy. The R2* values, including the fluctuations with low-dose oxygen administration, were retrospectively examined in relation to the cortical (mesangial proliferation, endothelial cell proliferation, crescent, sclerosis, and fibrosis) and medullary findings (fibrosis).

Results: Sixteen times kidney biopsies were performed for glomerulonephritis during the study period, and one patient was excluded because of comorbidities; the remaining 14 patients included six boys with a mean age of 11.9 ± 3.5 years at the BOLD examination. None of the patients had medullary fibrosis. Among the kidney tissue parameters, only sclerosis showed a significant correlation with R2* values: medulla with R2* values under atmospheric pressure (r = 0.53, P < 0.05) and cortex with the rate of change in R2* values with low-dose oxygen administration (r = -0.57, P < 0.03). In the multiple regression analysis, only sclerosis was an independent contributor to the change in R2* values with oxygen administration in the cortex (regression coefficient -0.109, P < 0.05).

Conclusion: Since the R2* values reflect histological changes in the kidney, BOLD MRI may facilitate the evaluation of mesangial proliferative glomerulonephritis, potentially reducing the patient burden.

目的:尽管血液氧合水平依赖性(BOLD)磁共振成像在评估肾小球肾炎活动性方面很有用,但其与组织学结果的关系仍不清楚。由于肾小球肾炎表现出多种复杂的损伤模式,因此对每种模式进行分析至关重要。我们旨在阐明系膜增生性肾小球肾炎的肾脏组织学检查结果与 BOLD MRI 检查结果之间的关系:本研究纳入了2013年1月至2022年9月期间在我校医院通过肾活检确诊为系膜增生性肾小球肾炎的16岁以下儿童。在肾活检前后两周内,使用 3T BOLD MRI 测量皮质和髓质自旋弛豫率(R2*)值。回顾性研究了R2*值(包括低剂量给氧时的波动)与皮质(系膜增生、内皮细胞增生、新月体、硬化和纤维化)和髓质(纤维化)结果的关系:研究期间因肾小球肾炎进行了16次肾活检,其中一名患者因合并症而被排除;其余14名患者包括6名男孩,BOLD检查时的平均年龄为(11.9±3.5)岁。所有患者都没有髓质纤维化。在肾脏组织参数中,只有硬化与 R2* 值有显著相关性:髓质与常压下的 R2* 值相关(r = 0.53,P < 0.05),皮质与低剂量给氧的 R2* 值变化率相关(r = -0.57,P < 0.03)。在多元回归分析中,只有硬化是导致皮质R2*值随供氧变化的独立因素(回归系数-0.109,P<0.05):结论:由于R2*值反映了肾脏的组织学变化,因此BOLD MRI可能有助于评估系膜增生性肾小球肾炎,从而减轻患者的负担。
{"title":"Pathological Factors Affecting the R2* Values of the Kidney in Blood Oxygenation Level-dependent MR Imaging: A Retrospective Study.","authors":"Tomohiko Nishino, Kazuhiro Takahashi, Sayaka Ono, Masakazu Mimaki","doi":"10.2463/mrms.mp.2022-0140","DOIUrl":"10.2463/mrms.mp.2022-0140","url":null,"abstract":"<p><strong>Purpose: </strong>Despite the usefulness of blood oxygenation level-dependent (BOLD) MRI in assessing glomerulonephritis activity, its relationship with histological findings remains unclear. Because glomerulonephritis presents multiple complex injury patterns, analysis of each pattern is essential. We aimed to elucidate the relationship between the histological findings of the kidney and BOLD MRI findings in mesangial proliferative glomerulonephritis.</p><p><strong>Methods: </strong>Children under 16 years of age diagnosed with mesangial proliferative glomerulonephritis by kidney biopsy at our university hospital between January 2013 and September 2022 were included in this study. Cortical and medullary spin relaxation rate (R2*) values were measured using BOLD MRI at 3T within two weeks before and after the kidney biopsy. The R2* values, including the fluctuations with low-dose oxygen administration, were retrospectively examined in relation to the cortical (mesangial proliferation, endothelial cell proliferation, crescent, sclerosis, and fibrosis) and medullary findings (fibrosis).</p><p><strong>Results: </strong>Sixteen times kidney biopsies were performed for glomerulonephritis during the study period, and one patient was excluded because of comorbidities; the remaining 14 patients included six boys with a mean age of 11.9 ± 3.5 years at the BOLD examination. None of the patients had medullary fibrosis. Among the kidney tissue parameters, only sclerosis showed a significant correlation with R2* values: medulla with R2* values under atmospheric pressure (r = 0.53, P < 0.05) and cortex with the rate of change in R2* values with low-dose oxygen administration (r = -0.57, P < 0.03). In the multiple regression analysis, only sclerosis was an independent contributor to the change in R2* values with oxygen administration in the cortex (regression coefficient -0.109, P < 0.05).</p><p><strong>Conclusion: </strong>Since the R2* values reflect histological changes in the kidney, BOLD MRI may facilitate the evaluation of mesangial proliferative glomerulonephritis, potentially reducing the patient burden.</p>","PeriodicalId":18119,"journal":{"name":"Magnetic Resonance in Medical Sciences","volume":" ","pages":"153-160"},"PeriodicalIF":3.0,"publicationDate":"2024-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11024711/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"10681255","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Influence of Diffusion Time and Temperature on Restricted Diffusion Signal: A Phantom Study. 扩散时间和温度对受限扩散信号的影响:模型研究
IF 3 3区 医学 Q2 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2024-04-01 Epub Date: 2023-02-08 DOI: 10.2463/mrms.mp.2022-0103
Hinako Oshiro, Junichi Hata, Daisuke Nakashima, Naoya Hayashi, Yawara Haga, Kei Hagiya, Daisuke Yoshimaru, Hideyuki Okano

Purpose: Diffusion MRI is a physical measurement method that quantitatively indicates the displacement of water molecules diffusing in voxels. However, there are insufficient data to characterize the diffusion process physically in a uniform structure such as a phantom. This study investigated the transitional relationship between structure scale, temperature, and diffusion time for simple restricted diffusion using a capillary phantom.

Methods: We performed diffusion-weighted pulsed-gradient stimulated-echo acquisition mode (STEAM) MRI with a 9.4 Tesla MRI system (Bruker BioSpin, Ettlingen, Germany) and a quadrature coil with an inner diameter of 86 mm (Bruker BioSpin). We measured the diffusion coefficients (radial diffusivity [RD]) of capillary plates (pore sizes 6, 12, 25, 50, and 100 μm) with uniformly restricted structures at various temperatures (10ºC, 20ºC, 30ºC, and 40ºC) and multiple diffusion times (12-800 ms). We evaluated the characteristics of scale, temperature, and diffusion time for restricted diffusion.

Results: The RD decayed and became constant depending on the structural scale. Diffusion coefficient fluctuations with temperature occurred mostly under conditions of a large structural scale and short diffusion time. We obtained data suggesting that temperature-dependent changes in the diffusion coefficients follow physical laws.

Conclusion: No water molecules were observed outside the glass tubes in the capillary plates, and the capillary plates only reflected a restricted diffusion process within the structure.We experimentally evaluated the characteristics of simple restricted diffusion to reveal the transitional relationship of the diffusion coefficient with diffusion time, structure scale, and temperature through composite measurement.

目的:扩散磁共振成像是一种物理测量方法,可定量显示水分子在体素中扩散的位移。然而,目前还没有足够的数据来描述均匀结构(如模型)中的物理扩散过程。本研究利用毛细管模型研究了简单受限扩散的结构尺度、温度和扩散时间之间的过渡关系:我们使用 9.4 特斯拉核磁共振成像系统(Bruker BioSpin,德国埃特林根)和内径 86 毫米的正交线圈(Bruker BioSpin)进行了扩散加权脉冲梯度刺激回波采集模式(STEAM)核磁共振成像。我们在不同温度(10ºC、20ºC、30ºC 和 40ºC)和多个扩散时间(12-800 毫秒)下测量了具有均匀受限结构的毛细管板(孔径分别为 6、12、25、50 和 100 μm)的扩散系数(径向扩散率 [RD])。我们评估了受限扩散的尺度、温度和扩散时间的特性:结果:RD 随结构尺度的变化而衰减或恒定。扩散系数随温度的波动主要发生在结构尺度大、扩散时间短的条件下。我们获得的数据表明,扩散系数随温度的变化遵循物理规律:我们通过实验评估了简单受限扩散的特征,通过复合测量揭示了扩散系数与扩散时间、结构尺度和温度的过渡关系。
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引用次数: 0
Thin-slice Two-dimensional T2-weighted Imaging with Deep Learning-based Reconstruction: Improved Lesion Detection in the Brain of Patients with Multiple Sclerosis. 基于深度学习重建的薄片二维 T2 加权成像:改进多发性硬化症患者脑部病灶检测。
IF 3 3区 医学 Q2 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2024-04-01 Epub Date: 2023-03-16 DOI: 10.2463/mrms.mp.2022-0112
Masatoshi Iwamura, Satoru Ide, Kenya Sato, Akihisa Kakuta, Soichiro Tatsuo, Atsushi Nozaki, Tetsuya Wakayama, Tatsuya Ueno, Rie Haga, Misako Kakizaki, Yoko Yokoyama, Ryoichi Yamauchi, Fumiyasu Tsushima, Koichi Shibutani, Masahiko Tomiyama, Shingo Kakeda

Purpose: Brain MRI with high spatial resolution allows for a more detailed delineation of multiple sclerosis (MS) lesions. The recently developed deep learning-based reconstruction (DLR) technique enables image denoising with sharp edges and reduced artifacts, which improves the image quality of thin-slice 2D MRI. We, therefore, assessed the diagnostic value of 1 mm-slice-thickness 2D T2-weighted imaging (T2WI) with DLR (1 mm T2WI with DLR) compared with conventional MRI for identifying MS lesions.

Methods: Conventional MRI (5 mm T2WI, 2D and 3D fluid-attenuated inversion recovery) and 1 mm T2WI with DLR (imaging time: 7 minutes) were performed in 42 MS patients. For lesion detection, two neuroradiologists counted the MS lesions in two reading sessions (conventional MRI interpretation with 5 mm T2WI and MRI interpretations with 1 mm T2WI with DLR). The numbers of lesions per region category (cerebral hemisphere, basal ganglia, brain stem, cerebellar hemisphere) were then compared between the two reading sessions.

Results: For the detection of MS lesions by 2 neuroradiologists, the total number of detected MS lesions was significantly higher for MRI interpretation with 1 mm T2WI with DLR than for conventional MRI interpretation with 5 mm T2WI (765 lesions vs. 870 lesions at radiologist A, < 0.05). In particular, of the 33 lesions in the brain stem, radiologist A detected 21 (63.6%) additional lesions by 1 mm T2WI with DLR.

Conclusion: Using the DLR technique, whole-brain 1 mm T2WI can be performed in about 7 minutes, which is feasible for routine clinical practice. MRI with 1 mm T2WI with DLR enabled increased MS lesion detection, particularly in the brain stem.

目的:具有高空间分辨率的脑磁共振成像可更详细地划分多发性硬化(MS)病灶。最近开发的基于深度学习的重建(DLR)技术可以对图像进行去噪处理,使边缘清晰并减少伪影,从而提高薄片二维磁共振成像的图像质量。因此,我们评估了薄片厚度为 1 毫米的二维 T2 加权成像(T2WI)与传统 MRI 相比在识别 MS 病灶方面的诊断价值:对42名多发性硬化症患者进行了常规磁共振成像(5毫米T2WI、二维和三维液体减弱反转恢复)和1毫米T2WI与DLR(成像时间:7分钟)。在病灶检测方面,两名神经放射学专家在两次阅片中对多发性硬化症病灶进行了计数(5 毫米 T2WI 的常规 MRI 解读和 1 毫米 T2WI 加 DLR 的 MRI 解读)。然后比较两次阅片中每个区域类别(大脑半球、基底节、脑干、小脑半球)的病变数量:结果:在两位神经放射科医生对多发性硬化病灶的检测中,使用1毫米T2WI和DLR进行磁共振成像解读时,检测到的多发性硬化病灶总数明显高于使用5毫米T2WI进行传统磁共振成像解读时(放射科医生A检测到765个病灶,放射科医生B检测到870个病灶,<0.05)。特别是,在脑干的33个病灶中,放射科医生A通过使用DLR的1毫米T2WI又发现了21个病灶(63.6%):结论:使用 DLR 技术可在约 7 分钟内完成全脑 1 毫米 T2WI,这在常规临床实践中是可行的。使用 DLR 进行 1 毫米 T2WI 的磁共振成像可提高多发性硬化病灶的检出率,尤其是在脑干。
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引用次数: 0
Physical Exercise Alters Egress Pathways for Intrinsic CSF Outflow: An Investigation Performed with Spin-labeling MR Imaging. 体育锻炼改变了脑脊液内源性流出的途径:利用自旋标记磁共振成像进行的研究
IF 3 3区 医学 Q2 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2024-04-01 Epub Date: 2023-03-11 DOI: 10.2463/mrms.mp.2023-0005
Mitsue Miyazaki, Vadim Malis, Asako Yamamoto, Jirach Kungsamutr, Linda K McEvoy, Marin A McDonald, Won C Bae

Purpose: Cerebrospinal fluid (CSF) clearance is essential for maintaining a healthy brain and cognition by removal of metabolic waste from the central nervous system. Physical exercise has been shown to improve human health; however, the effect of physical exercise on intrinsic CSF outflow in humans remains unexplored. The purpose of this study was to investigate intrinsic CSF outflow pathways and quantitative metrics of healthy individuals with active and sedentary lifestyles. In addition, the effect of exercise was investigated among the sedentary subjects before and after 3 weeks of physical activity.

Methods: This study was performed on 18 healthy adults with informed consent, using a clinical 3-Tesla MRI scanner. We classified participants into two groups based on reported time spent sitting per day (active group: < 7 hours sitting per day and sedentary group: ≥ 7 hours sitting per day). To elucidate the effect of exercise, sedentary individuals increased their activity to 3.5 hours for 3 weeks.

Results: We show that there are two intrinsic CSF egress pathways of the dura mater and lower parasagittal dura (PSD). The adults with an active lifestyle had greater intrinsic CSF outflow metrics than adults with a more sedentary lifestyle. However, after increased physical activity, the sedentary group showed improved CSF outflow metrics. This improvement was particularly notable at the lower PSD, where outflow metrics were highest among the active group.

Conclusion: Our findings describe the relationship between physical activity and intrinsic CSF outflow and show a potential selective outflow pathway with increasing physical activity in the lower PSD pathway, potentially from the perivascular space or cortical venous subpial space.

目的:通过清除中枢神经系统中的代谢废物,脑脊液(CSF)清除对于维持大脑健康和认知能力至关重要。体育锻炼已被证明能改善人类健康;然而,体育锻炼对人类脑脊液固有流出的影响仍有待探索。本研究的目的是调查具有活跃和久坐生活方式的健康人的 CSF 内流出路和定量指标。此外,还调查了久坐不动的受试者在进行 3 周体育锻炼前后锻炼的效果:本研究使用临床 3-Tesla MRI 扫描仪,在知情同意的情况下对 18 名健康成年人进行了研究。我们根据报告的每天坐着的时间将参与者分为两组(活跃组:每天坐着的时间少于 7 小时;久坐组:每天坐着的时间少于 7 小时:活跃组:每天坐 < 7 小时;久坐组:每天坐 ≥ 7 小时)。为了阐明运动的效果,久坐者在3周内将活动时间增加到3.5小时:结果:我们发现硬脑膜和下矢状旁硬脑膜(PSD)有两条固有的 CSF 出路。与久坐不动的成年人相比,生活方式活跃的成年人的脑脊液固有流出指标更高。然而,在增加体育锻炼后,久坐组的脑脊液流出指标有所改善。这种改善在较低的 PSD 尤为明显,而在活跃组中,该处的流出指标最高:我们的研究结果描述了体力活动与 CSF 内源性流出之间的关系,并显示了随着体力活动的增加,PSD 下部通路可能存在选择性流出途径,可能来自血管周围间隙或皮质静脉皮下间隙。
{"title":"Physical Exercise Alters Egress Pathways for Intrinsic CSF Outflow: An Investigation Performed with Spin-labeling MR Imaging.","authors":"Mitsue Miyazaki, Vadim Malis, Asako Yamamoto, Jirach Kungsamutr, Linda K McEvoy, Marin A McDonald, Won C Bae","doi":"10.2463/mrms.mp.2023-0005","DOIUrl":"10.2463/mrms.mp.2023-0005","url":null,"abstract":"<p><strong>Purpose: </strong>Cerebrospinal fluid (CSF) clearance is essential for maintaining a healthy brain and cognition by removal of metabolic waste from the central nervous system. Physical exercise has been shown to improve human health; however, the effect of physical exercise on intrinsic CSF outflow in humans remains unexplored. The purpose of this study was to investigate intrinsic CSF outflow pathways and quantitative metrics of healthy individuals with active and sedentary lifestyles. In addition, the effect of exercise was investigated among the sedentary subjects before and after 3 weeks of physical activity.</p><p><strong>Methods: </strong>This study was performed on 18 healthy adults with informed consent, using a clinical 3-Tesla MRI scanner. We classified participants into two groups based on reported time spent sitting per day (active group: < 7 hours sitting per day and sedentary group: ≥ 7 hours sitting per day). To elucidate the effect of exercise, sedentary individuals increased their activity to 3.5 hours for 3 weeks.</p><p><strong>Results: </strong>We show that there are two intrinsic CSF egress pathways of the dura mater and lower parasagittal dura (PSD). The adults with an active lifestyle had greater intrinsic CSF outflow metrics than adults with a more sedentary lifestyle. However, after increased physical activity, the sedentary group showed improved CSF outflow metrics. This improvement was particularly notable at the lower PSD, where outflow metrics were highest among the active group.</p><p><strong>Conclusion: </strong>Our findings describe the relationship between physical activity and intrinsic CSF outflow and show a potential selective outflow pathway with increasing physical activity in the lower PSD pathway, potentially from the perivascular space or cortical venous subpial space.</p>","PeriodicalId":18119,"journal":{"name":"Magnetic Resonance in Medical Sciences","volume":" ","pages":"171-183"},"PeriodicalIF":3.0,"publicationDate":"2024-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11024710/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"9092522","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Effect of Deep Learning Reconstruction on Respiratory-triggered T2-weighted MR Imaging of the Liver: A Comparison between the Single-shot Fast Spin-echo and Fast Spin-echo Sequences. 深度学习重构对呼吸触发的肝脏 T2 加权磁共振成像的影响:单次快速自旋回波和快速自旋回波序列的比较。
IF 3 3区 医学 Q2 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2024-04-01 Epub Date: 2023-03-29 DOI: 10.2463/mrms.mp.2022-0111
Kengo Kiso, Takahiro Tsuboyama, Hiromitsu Onishi, Kazuya Ogawa, Atsushi Nakamoto, Mitsuaki Tatsumi, Takashi Ota, Hideyuki Fukui, Keigo Yano, Toru Honda, Shinji Kakemoto, Yoshihiro Koyama, Hiroyuki Tarewaki, Noriyuki Tomiyama

Purpose: To compare the effects of deep learning reconstruction (DLR) on respiratory-triggered T2-weighted MRI of the liver between single-shot fast spin-echo (SSFSE) and fast spin-echo (FSE) sequences.

Methods: Respiratory-triggered fat-suppressed liver T2-weighted MRI was obtained with the FSE and SSFSE sequences at the same spatial resolution in 55 patients. Conventional reconstruction (CR) and DLR were applied to each sequence, and the SNR and liver-to-lesion contrast were measured on FSE-CR, FSE-DLR, SSFSE-CR, and SSFSE-DLR images. Image quality was independently assessed by three radiologists. The results of the qualitative and quantitative analyses were compared among the four types of images using repeated-measures analysis of variance or Friedman's test for normally and non-normally distributed data, respectively, and a visual grading characteristics (VGC) analysis was performed to evaluate the image quality improvement by DLR on the FSE and SSFSE sequences.

Results: The liver SNR was lowest on SSFSE-CR and highest on FSE-DLR and SSFSE-DLR (P < 0.01). The liver-to-lesion contrast did not differ significantly among the four types of images. Qualitatively, noise scores were worst on SSFSE-CR but best on SSFSE-DLR because DLR significantly reduced noise (P < 0.01). In contrast, artifact scores were worst both on FSE-CR and FSE-DLR (P < 0.01) because DLR did not reduce the artifacts. Lesion conspicuity was significantly improved by DLR compared with CR in the SSFSE (P < 0.01) but not in FSE sequences for all readers. Overall image quality was significantly improved by DLR compared with CR for all readers in the SSFSE (P < 0.01) but only one reader in the FSE (P < 0.01). The mean area under the VGC curve values for the FSE-DLR and SSFSE-DLR sequences were 0.65 and 0.94, respectively.

Conclusion: In liver T2-weighted MRI, DLR produced more marked improvements in image quality in SSFSE than in FSE.

目的:比较单次快速自旋回波(SSFSE)和快速自旋回波(FSE)序列的深度学习重建(DLR)对呼吸触发肝脏T2加权磁共振成像的影响:在55名患者中,以相同的空间分辨率使用FSE和SSFSE序列获得了呼吸触发脂肪抑制肝脏T2加权磁共振成像。每个序列都应用了常规重建(CR)和DLR,并测量了FSE-CR、FSE-DLR、SSFSE-CR和SSFSE-DLR图像的信噪比和肝脏与病灶对比度。图像质量由三名放射科医生独立评估。针对正态分布和非正态分布数据,分别使用重复测量方差分析或弗里德曼检验对四种类型图像的定性和定量分析结果进行比较,并进行视觉分级特征(VGC)分析,以评估 DLR 对 FSE 和 SSFSE 序列图像质量的改善情况:结果:SSFSE-CR的肝脏信噪比最低,FSE-DLR和SSFSE-DLR的肝脏信噪比最高(P < 0.01)。四种图像的肝脏与病灶对比度差异不大。从质量上看,SSFSE-CR 的噪声评分最差,但 SSFSE-DLR 的噪声评分最好,因为 DLR 能显著降低噪声(P < 0.01)。相反,FSE-CR 和 FSE-DLR 的伪影评分最差(P < 0.01),因为 DLR 没有减少伪影。在 SSFSE 序列中,与 CR 相比,DLR 能明显提高病变的清晰度(P < 0.01),但在 FSE 序列中,所有读者的病变清晰度都没有提高。在 SSFSE 序列中,与 CR 相比,DLR 对所有读者的整体图像质量都有明显改善(P < 0.01),但在 FSE 序列中,只有一名读者的整体图像质量有明显改善(P < 0.01)。FSE-DLR和SSFSE-DLR序列的平均VGC曲线下面积值分别为0.65和0.94:结论:在肝脏 T2 加权 MRI 中,DLR 对 SSFSE 图像质量的改善比 FSE 更明显。
{"title":"Effect of Deep Learning Reconstruction on Respiratory-triggered T2-weighted MR Imaging of the Liver: A Comparison between the Single-shot Fast Spin-echo and Fast Spin-echo Sequences.","authors":"Kengo Kiso, Takahiro Tsuboyama, Hiromitsu Onishi, Kazuya Ogawa, Atsushi Nakamoto, Mitsuaki Tatsumi, Takashi Ota, Hideyuki Fukui, Keigo Yano, Toru Honda, Shinji Kakemoto, Yoshihiro Koyama, Hiroyuki Tarewaki, Noriyuki Tomiyama","doi":"10.2463/mrms.mp.2022-0111","DOIUrl":"10.2463/mrms.mp.2022-0111","url":null,"abstract":"<p><strong>Purpose: </strong>To compare the effects of deep learning reconstruction (DLR) on respiratory-triggered T2-weighted MRI of the liver between single-shot fast spin-echo (SSFSE) and fast spin-echo (FSE) sequences.</p><p><strong>Methods: </strong>Respiratory-triggered fat-suppressed liver T2-weighted MRI was obtained with the FSE and SSFSE sequences at the same spatial resolution in 55 patients. Conventional reconstruction (CR) and DLR were applied to each sequence, and the SNR and liver-to-lesion contrast were measured on FSE-CR, FSE-DLR, SSFSE-CR, and SSFSE-DLR images. Image quality was independently assessed by three radiologists. The results of the qualitative and quantitative analyses were compared among the four types of images using repeated-measures analysis of variance or Friedman's test for normally and non-normally distributed data, respectively, and a visual grading characteristics (VGC) analysis was performed to evaluate the image quality improvement by DLR on the FSE and SSFSE sequences.</p><p><strong>Results: </strong>The liver SNR was lowest on SSFSE-CR and highest on FSE-DLR and SSFSE-DLR (P < 0.01). The liver-to-lesion contrast did not differ significantly among the four types of images. Qualitatively, noise scores were worst on SSFSE-CR but best on SSFSE-DLR because DLR significantly reduced noise (P < 0.01). In contrast, artifact scores were worst both on FSE-CR and FSE-DLR (P < 0.01) because DLR did not reduce the artifacts. Lesion conspicuity was significantly improved by DLR compared with CR in the SSFSE (P < 0.01) but not in FSE sequences for all readers. Overall image quality was significantly improved by DLR compared with CR for all readers in the SSFSE (P < 0.01) but only one reader in the FSE (P < 0.01). The mean area under the VGC curve values for the FSE-DLR and SSFSE-DLR sequences were 0.65 and 0.94, respectively.</p><p><strong>Conclusion: </strong>In liver T2-weighted MRI, DLR produced more marked improvements in image quality in SSFSE than in FSE.</p>","PeriodicalId":18119,"journal":{"name":"Magnetic Resonance in Medical Sciences","volume":" ","pages":"214-224"},"PeriodicalIF":3.0,"publicationDate":"2024-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11024712/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"9205156","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Breath-hold High-resolution T1-weighted Gradient Echo Liver MR Imaging with Compressed Sensing Obtained during the Gadoxetic Acid-enhanced Hepatobiliary Phase: Image Quality and Lesion Visibility Compared with a Standard T1-weighted Sequence. 在钆醋酸增强肝胆期利用压缩传感获得的屏气高分辨率 T1 加权梯度回波肝脏 MR 成像:与标准 T1 加权序列相比的图像质量和病变可见度。
IF 3 3区 医学 Q2 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2024-04-01 Epub Date: 2023-02-04 DOI: 10.2463/mrms.mp.2022-0137
Kenichiro Ihara, Hideko Onoda, Masahiro Tanabe, Etsushi Iida, Takaaki Ueda, Taiga Kobayashi, Mayumi Higashi, Marcel Dominik Nickel, Hiroshi Imai, Katsuyoshi Ito

Purpose: To evaluate the feasibility of breath-hold (BH) high-resolution (HR) T1-weighted gradient echo hepatobiliary phase (HBP) imaging using compressed sensing (CS) in gadoxetic acid-enhanced liver MRI in comparison with standard HBP imaging using parallel imaging (PI).

Methods: The study included 122 patients with liver tumors with hypointensity in the HBP who underwent both HR HBP imaging with CS and standard HBP imaging with PI. Two radiologists evaluated the liver edge sharpness, hepatic vessel conspicuity, bile duct conspicuity, image noise, and overall image quality, as well as the lesion conspicuity on HR and standard HBP imaging and the contrast-enhanced (CE) MR cholangiography (MRC) image quality reconstructed from HBP images. As a quantitative analysis, the SNR of the liver and the liver to lesion signal intensity ratio (LLSIR) were also determined.

Results: The liver edge sharpness, hepatic vessel conspicuity, bile duct conspicuity, and overall image quality as well as the lesion conspicuity and the LLSIR on HR HBP imaging with CS were significantly higher than those on standard HBP imaging (all of P < 0.001). The image quality of CE-MRC reconstructed from HR HBP imaging with CS was also significantly higher than that from standard HBP imaging (P < 0.001). Conversely, the SNR of liver in standard HBP was significantly higher than that in HR HBP with CS (P < 0.001).

Conclusion: BH HR HBP imaging with CS provided an improved overall image quality, lesion conspicuity, and CE-MRC visualization when compared with standard HBP imaging without extending the acquisition time.

目的:评估在钆醋酸增强肝脏磁共振成像中使用压缩传感(CS)的屏气(BH)高分辨率(HR)T1加权梯度回波肝胆相(HBP)成像与使用平行成像(PI)的标准HBP成像的可行性:研究纳入了122例HBP低密度肝肿瘤患者,他们同时接受了CS的HR HBP成像和PI的标准HBP成像。两位放射科医生评估了肝脏边缘锐利度、肝脏血管清晰度、胆管清晰度、图像噪声和整体图像质量,以及HR和标准HBP成像的病灶清晰度和由HBP图像重建的对比增强(CE)磁共振胆管造影(MRC)图像质量。作为定量分析,还测定了肝脏的信噪比和肝脏与病变信号强度比(LLSIR):结果:使用 CS 进行 HR HBP 成像时,肝脏边缘锐利度、肝血管清晰度、胆管清晰度、整体图像质量以及病变清晰度和 LLSIR 均显著高于标准 HBP 成像(P 均<0.001)。使用 CS 进行 HR HBP 成像重建的 CE-MRC 图像质量也明显高于标准 HBP 成像(P < 0.001)。相反,标准 HBP 成像中肝脏的信噪比明显高于使用 CS 的 HR HBP 成像(P < 0.001):结论:与标准 HBP 成像相比,带 CS 的 BH HR HBP 成像可在不延长采集时间的情况下提高整体图像质量、病灶清晰度和 CE-MRC 可见度。
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引用次数: 0
Optimal Protocol for Contrast-enhanced Free-running 5D Whole-heart Coronary MR Angiography at 3T. 3T 下对比度增强自由运行 5D 全心冠状动脉磁共振血管造影的最佳方案。
IF 3 3区 医学 Q2 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2024-04-01 Epub Date: 2023-01-20 DOI: 10.2463/mrms.tn.2022-0086
Masaki Ishida, Jérôme Yerly, Haruno Ito, Masafumi Takafuji, Shiro Nakamori, Shinichi Takase, Yoshito Ichiba, Yoshiaki Komori, Kaoru Dohi, Davide Piccini, Jessica A M Bastiaansen, Matthias Stuber, Hajime Sakuma

Free-running 5D whole-heart coronary MR angiography (MRA) is gaining in popularity because it reduces scanning complexity by removing the need for specific slice orientations, respiratory gating, or cardiac triggering. At 3T, a gradient echo (GRE) sequence is preferred in combination with contrast injection. However, neither the injection scheme of the gadolinium (Gd) contrast medium, the choice of the RF excitation angle, nor the dedicated image reconstruction parameters have been established for 3T GRE free-running 5D whole-heart coronary MRA. In this study, a Gd injection scheme, RF excitation angles of lipid-insensitive binominal off-resonance RF excitation (LIBRE) pulse for valid fat suppression and continuous data acquisition, and compressed-sensing reconstruction regularization parameters were optimized for contrast-enhanced free-running 5D whole-heart coronary MRA using a GRE sequence at 3T. Using this optimized protocol, contrast-enhanced free-running 5D whole-heart coronary MRA using a GRE sequence is feasible with good image quality at 3T.

自由运行的 5D 全心冠状动脉磁共振血管成像(MRA)无需特定的切片方向、呼吸门控或心脏触发,从而降低了扫描的复杂性,因此越来越受欢迎。在 3T 下,梯度回波(GRE)序列与造影剂注射相结合是首选。然而,3T GRE 自由运行 5D 全心冠状动脉 MRA 的钆(Gd)造影剂注射方案、射频激发角的选择和专用图像重建参数都尚未确定。本研究优化了钆注射方案、用于有效脂肪抑制和连续数据采集的对脂质不敏感的双全离共振射频激发(LIBRE)脉冲的射频激发角度以及压缩传感重建正则化参数,用于在 3T 下使用 GRE 序列进行对比度增强的自由运行 5D 全心冠状动脉 MRA。使用该优化方案,在 3T 下使用 GRE 序列进行对比度增强自由运行 5D 全心冠状动脉 MRA 可获得良好的图像质量。
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引用次数: 0
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Magnetic Resonance in Medical Sciences
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