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Imaging cardiac fat by cardiovascular magnetic resonance – A state-of-the art review 通过心血管磁共振成像心脏脂肪-一项最新的综述。
IF 2 4区 医学 Q2 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-09-21 DOI: 10.1016/j.mri.2025.110529
Franca Morselli , Iain Pierce , Matthew Webber , Debbie Falconer , Alun D. Hughes , Michele Orini , Pier D. Lambiase , James C. Moon , Gabriella Captur
Myocardial fat infiltration may represent a substrate for ventricular arrhythmias, and its presence has been associated with increased risk for sudden cardiac death in both ischaemic and non-ischaemic cardiomyopathies. Epicardial and pericardial adiposity has also been linked with adverse cardiovascular outcomes. Fat-water separation (FWS) is an advanced magnetic resonance imaging technique enabling for visualisation and quantification of lipid content within the myocardium, and it can also identify fat-containing neoplasms, discriminate epicardial and pericardial fat, and characterise pericardial disease. Methods for FWS have improved significantly over the years, with resulting optimisation of cardiac and extracardiac fat imaging, and resolution of artifacts that may arise from the presence of fat. This review covers the physics underlying FWS imaging technique, its evolution, the practical aspects of sequence acquisition, clinical applications, and future directions.
心肌脂肪浸润可能是室性心律失常的基础,它的存在与缺血性和非缺血性心肌病心源性猝死的风险增加有关。心外膜和心包肥胖也与不良心血管结局有关。脂水分离(FWS)是一种先进的磁共振成像技术,能够可视化和量化心肌内的脂质含量,它还可以识别含脂肿瘤,区分心外膜和心包脂肪,并表征心包疾病。多年来,FWS的方法有了显著的改进,心脏和心外脂肪成像的优化,以及脂肪存在可能引起的伪影的分辨率。本文综述了FWS成像技术的物理基础、发展、序列获取的实际方面、临床应用和未来发展方向。
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引用次数: 0
Cardiac-induced brain tissue motion in Chiari Malformation type 1 subjects and its relationship to symptomatology, morphometrics, and surgical outcomes 1型Chiari畸形患者心脏诱导的脑组织运动及其与症状学、形态计量学和手术结果的关系
IF 2 4区 医学 Q2 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-09-20 DOI: 10.1016/j.mri.2025.110530
Mahsa Karamzadeh , Mohamad Motaz Al Samman , Christopher Maclellan , Rafeeque A. Bhadelia , John Oshinski , Rouzbeh Amini , Seyed Amir Ebrahimzadeh , Francis Loth

Purpose

To determine whether cardiac-induced brain-tissue displacement in Chiari Malformation type 1 (CMI) relates to patient symptoms, morphometrics, and surgical outcomes.

Methods

We performed cardiac-gated phase-contrast MRI in 45 adults with CMI, converting velocity measurements to voxel-wise displacement in the cerebellum, pons, medulla, and cervical cord. We examined if displacement was correlated with each symptoms of subjects, and two anatomic measurements: tonsillar position (TP) and the ratio of neural-tissue area at foramen magnum to the area of foramen magnum. In seven patients who underwent posterior fossa decompression (PFD), we compared pre- versus post-operative displacement in seven paired scans and related changes to the Chicago Chiari Outcome Scale (CCOS).

Results

No significant correlations were found between displacement and symptom reports. TP correlated moderately with displacement (r = 0.47–0.61, p < 0.002), and ratio of neural-tissue area showed modest links to cerebellar motion (r = 0.34–0.36, p < 0.02). After PFD, mean and peak cerebellar displacement decreased by 45 % and 60 %, respectively (p < 0.05), but neither pre-operative motion nor its reduction predicted CCOS scores.

Conclusion

While displacement increases with anatomical crowding and normalizes after surgery, it does not predict clinical symptoms or surgical outcomes. Future work should combine multiple biomechanical markers and detailed symptom scales in an effort to develop a multidimensional biomarker for guiding treatment and assessing recovery in CMI.
目的探讨1型Chiari畸形(CMI)心源性脑组织移位是否与患者症状、形态计量学和手术结果相关。方法:我们对45名成年CMI患者进行了心门控相位对比MRI检查,将速度测量转换为小脑、脑桥、髓质和颈髓的体素位移。我们检查了位移是否与受试者的每一种症状相关,以及两项解剖学测量:扁桃体位置(TP)和枕骨大孔神经组织面积与枕骨大孔面积的比值。在7名接受后颅窝减压(PFD)的患者中,我们通过7次配对扫描比较了术前和术后移位以及芝加哥Chiari结果量表(CCOS)的相关变化。结果移位与症状报告无显著相关性。TP与位移适度相关(r = 0.47-0.61, p < 0.002),神经组织面积比与小脑运动适度相关(r = 0.34-0.36, p < 0.02)。PFD后,平均和峰值小脑位移分别下降45%和60% (p < 0.05),但术前运动和其减少均不能预测CCOS评分。结论移位虽随解剖拥挤而增加,术后恢复正常,但不能预测临床症状或手术结果。未来的工作应结合多种生物力学指标和详细的症状量表,努力开发一个多维的生物标志物来指导治疗和评估CMI的恢复。
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引用次数: 0
DF-TransUNet: A novel TransUNet model of pixel level classification for cardiac MR image segmentation DF-TransUNet:一种新的用于心脏MR图像分割的像素级TransUNet模型。
IF 2 4区 医学 Q2 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-09-18 DOI: 10.1016/j.mri.2025.110502
Yunhui Zheng, Zhiyong Wu, Fengna Ji, Lei Du, Zhenyu Yang
A crucial step in the intelligent healthcare system is the automatic analysis of medical images by machines and processing them accordingly, particularly in disease diagnosis, as it provides accurate anatomical structure information for subsequent treatment. This process provides precise anatomical data vital for the subsequent treatments. There is a problem of uneven intensity distribution and fuzzy boundaries etc. in medical images, which creates a great problem in the segmentation task. To cope with this problem, an improved TransUNet structure is introduced in this paper. This method is based on the TransUNet framework, and adds a pixel level classification module on the basis of TransUNet segmentation. This module can further classify the boundary parts of the mask to be segmented at the pixel level to achieve more accurate segmentation results. The method in this paper effectively reduces the classification errors associated with pixels near the boundaries of various masks within the MR image. In particular, The pixel classification module aims to learn the category of pixels near the mask boundary, and then enhance the original segmentation results through pixel level adjustments. To validate the effectiveness of this model, a series of experiments were conducted using the 2017 MICCAI Automated Cardiac Diagnostic Challenge (ACDC) dataset. The results show that with an average Dice coefficient of 90.55% and a Hausdorff distance of up to 2.23 mm, the proposed approach achieves a commendable segmentation performance. Code and models are available at https://github.com/laodeyip/DF-TransUNet.
智能医疗系统的关键一步是通过机器自动分析医学图像并相应地进行处理,特别是在疾病诊断中,因为它为后续治疗提供了准确的解剖结构信息。这一过程为后续治疗提供了精确的解剖数据。医学图像存在强度分布不均匀、边界模糊等问题,这给分割任务带来了很大的困难。为了解决这个问题,本文介绍了一种改进的TransUNet结构。该方法基于TransUNet框架,在TransUNet分割的基础上增加像素级分类模块。该模块可以进一步在像素级对待分割的掩模的边界部分进行分类,以获得更准确的分割结果。本文方法有效地降低了MR图像中各种掩模边界附近像素相关的分类误差。其中,像素分类模块旨在学习掩模边界附近像素的类别,然后通过像素级调整来增强原始分割结果。为了验证该模型的有效性,使用2017年MICCAI自动心脏诊断挑战(ACDC)数据集进行了一系列实验。结果表明,该方法的平均Dice系数为90.55%,豪斯多夫距离为2.23 mm,取得了较好的分割效果。代码和模型可在https://github.com/laodeyip/DF-TransUNet上获得。
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引用次数: 0
Histogram analysis of quantitative susceptibility mapping and diffusion kurtosis imaging for the grading prediction of 2021 WHO adult-type diffuse gliomas 定量敏感性作图和弥散峰度成像的直方图分析,用于预测2021年WHO成人型弥漫性胶质瘤的分级。
IF 2 4区 医学 Q2 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-09-16 DOI: 10.1016/j.mri.2025.110528
Pengxin Shen , Yangyang Li , Wenji Xu , Zhiyi Zhang , Xiaochun Wang , Guoqiang Yang , Jiangfeng Du , Hui Zhang , Yan Tan

Objectives

To evaluate the role of quantitative susceptibility mapping (QSM) and diffusion kurtosis imaging (DKI) histogram features in improving the 2021 World Health Organization Classification of Central Nervous System Tumors (WHO CNS 5) grading accuracy for adult-type diffuse gliomas when combined with conventional imaging sequences.

Methods

A total of 62 patients were retrospectively collected. Histogram features of QSM, DKI, CE-T1WI, T2FLAIR were extracted from tumor parenchyma. Independent t-tests and Mann-Whitney U tests were used to compare differences between grade 2/3 and grade 4 gliomas. The evaluation of the model included receiver operating characteristic (ROC) curves, 5-fold cross-validation, nomogram construction, and calibration curve analysis. Prognostic differences between two groups were assessed using Kaplan-Meier survival analysis.

Results

The functional imaging model (AUC = 0.892) was constructed using QSM mean absolute deviation (MAD) and relative mean kurtosis 90th percentile (rMK P90), while the conventional imaging model (AUC = 0.776) was built using CE-T1WI robust mean absolute deviation (RMAD) and T2FLAIR maximum. The imaging combined model, incorporating CE-T1WI RMAD, QSM MAD, and rMK P90, achieved an AUC of 0.936. Among the clinical factors, age showed a statistically significant difference between the two groups, with an AUC of 0.769. The integrated model combining the imaging model and age achieved the highest AUC of 0.949. The 5-fold internal cross validation showed that the average AUC was 0.944. Survival analysis revealed a significant difference between grade 2/3 and grade 4 gliomas.

Conclusion

Histogram features of QSM and DKI can complement conventional sequences, enhancing the diagnostic performance for adult-type diffuse gliomas grading.
目的:评价定量易感图谱(QSM)和弥散峰度成像(DKI)直方图特征在提高2021年世界卫生组织中枢神经系统肿瘤分类(WHO CNS 5)成人型弥漫性胶质瘤分级准确性中的作用,并与常规成像序列相结合。方法:对62例患者进行回顾性分析。提取肿瘤实质中QSM、DKI、CE-T1WI、T2FLAIR的直方图特征。使用独立t检验和Mann-Whitney U检验比较2/3级和4级胶质瘤的差异。模型的评价包括受试者工作特征(ROC)曲线、5重交叉验证、模态图构建和校准曲线分析。采用Kaplan-Meier生存分析评估两组患者的预后差异。结果:采用QSM平均绝对偏差(MAD)和相对平均峰度第90百分位(rMK P90)构建功能成像模型(AUC = 0.892),采用CE-T1WI稳健平均绝对偏差(RMAD)和T2FLAIR最大值构建常规成像模型(AUC = 0.776)。CE-T1WI RMAD、QSM MAD和rMK P90的成像组合模型的AUC为0.936。在临床因素中,年龄在两组间差异有统计学意义,AUC为0.769。影像模型与年龄相结合的综合模型AUC最高,为0.949。经5倍内交叉验证,平均AUC为0.944。生存分析显示2/3级和4级胶质瘤之间存在显著差异。结论:QSM和DKI的直方图特征可以补充常规序列,提高成人型弥漫性胶质瘤分级的诊断效能。
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引用次数: 0
Correction of orientation dependence in magnetization transfer measures in the context of tractometry: Challenges, pitfalls and solutions 牵引法中磁化转移测量中方向依赖性的修正:挑战、缺陷和解决方案。
IF 2 4区 医学 Q2 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-09-12 DOI: 10.1016/j.mri.2025.110522
Philippe Karan , Manon Edde , Guillaume Gilbert , Muhamed Barakovic , Stefano Magon , Maxime Descoteaux
In this work we investigate the feasibility of a correction method for removing the orientation dependence of magnetization transfer (MT) measures in the context of tractometry. Following previous work on the track-based characterization of such orientation dependence using diffusion MRI, a correction method was developed. It uses polynomial fits to extrapolate the single-fiber characterizations and allows the MT measures across all white matter tracks to be shifted towards a chosen reference value, effectively removing the bias of fiber orientation with respect to the main magnetic field. Three different references were tested on a dataset of one hundred acquisitions and the performance was accessed by evaluating the removal of the orientation dependence and the reduction of variance between acquisitions, while also exploring the effects on tractometry results. Throughout these experiments, various challenges and pitfalls of an empirical correction method were laid out, like the absence of ground truth or the lack of knowledge about the complex behavior of the phenomenon in crossing-fiber voxels. Nonetheless, a solution was presented, paving the way towards a fully validated correction method for MT measures.
在这项工作中,我们研究了一种校正方法的可行性,以消除磁化转移(MT)措施的取向依赖在牵引法的背景下。在先前使用扩散MRI对这种取向依赖进行基于轨迹的表征之后,开发了一种校正方法。它使用多项式拟合来推断单纤维特性,并允许跨所有白质轨道的MT测量向选定的参考值移动,有效地消除光纤方向相对于主磁场的偏差。在100个采集的数据集上测试了三种不同的参考文献,并通过评估去除方向依赖和减少采集之间的方差来访问性能,同时还探索了对测束结果的影响。在这些实验中,提出了经验校正方法的各种挑战和陷阱,例如缺乏基础真理或缺乏对交叉纤维体素中现象的复杂行为的了解。尽管如此,还是提出了一个解决方案,为MT测量的完全验证校正方法铺平了道路。
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引用次数: 0
Reply to “Unveiling cartilage nanostructures via anisotropic relaxometry of water protons: feasibility or fallacy?” 回复“通过水质子的各向异性弛豫测量揭示软骨纳米结构:可行性还是谬误?”
IF 2 4区 医学 Q2 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-09-09 DOI: 10.1016/j.mri.2025.110523
Theodore Aptekarev , Gregory Furman , Vladimir Sokolovsky , Yang Xia
This Reply addresses the issues raised in the Letter, entitled “Unveiling Cartilage Nanostructures via Anisotropic Relaxometry of Water Protons: Feasibility or Fallacy?” by Y. Pang, K. Momot, and V. Mlynárik (Magnetic Resonance Imaging, 123, 2025, 110508). The authors of the previous letter claimed that our model and theoretical results presented in our paper “Depth-dependent characterization of cartilage nanostructures using MRI signal decays” (Magnetic Resonance Imaging, 120, 2025, 110395) are incorrect. Here, we demonstrate that our model is based on theoretical and experimental data obtained using various methods, and that our results are consistent with previously published findings. Our developed approach allows analyzing the tissue structure: estimating the volumes of ellipsoidal water-filled nanocavities, their angular distributions, and the variations of these characteristics with depth. The principal difference of the new method from the early published studies is that these characteristics were obtained using a single NMR/MRI signal (echo decay) without a sample rotation.
We believe our results contribute to a better understanding of the complex issues related to MRI signal and tissue nanostructures.
本复函解决了由Y. Pang, K. Momot和V. Mlynárik(磁共振成像,123,2025,110508)所写的题为“通过水质子的各向异性松弛测量揭示软骨纳米结构:可行性还是谬论?”的信函中提出的问题。前一封信的作者声称,我们在论文《利用MRI信号衰减表征软骨纳米结构的深度依赖》(Magnetic Resonance Imaging, 120,2025, 110395)中提出的模型和理论结果是不正确的。在这里,我们证明了我们的模型是基于使用各种方法获得的理论和实验数据,并且我们的结果与先前发表的研究结果一致。我们开发的方法允许组织结构:估计椭球状充满水的纳米腔的体积,它们的角分布,以及这些特征随深度的变化。新方法与早期发表的研究的主要区别在于,这些特征是使用单个NMR/MRI信号(回声衰减)而无需样品旋转获得的。我们相信我们的结果有助于更好地理解与MRI信号和组织纳米结构相关的复杂问题。
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引用次数: 0
Pure steady-state CEST 纯稳态CEST。
IF 2 4区 医学 Q2 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-09-01 DOI: 10.1016/j.mri.2025.110506
Johannes Hammacher, Christoph Kolbitsch, Patrick Schuenke

Summary:

A novel steady-state CEST sequence design, based on the underlying physical model of longitudinal magnetization development during CEST saturation and data acquisition is presented and validated in-silico, in vitro and in vivo. This design ensures consistent data acquisition in the pure CEST steady-state, leading to high MTRasym scores and image quality, both in vitro and in vivo, when compared to contemporary sequential and steady-state CEST sequences.

Purpose:

The aim of this study was to enhance CEST sequences by utilizing the pure CEST steady-state in order to deliver higher CEST effects and better sensitivity.

Methods:

A novel CEST saturation/readout scheme was designed, tested in numerical simulations and subsequently validated in vitro and in vivo.

Results:

The novel Multi-2D Spiral pure steady-state CEST sequence showed to deliver advantageous sensitivity and efficacy.

Conclusion:

Constraining image acquisition to the pure CEST steady-state showed promising results in first in vitro and in vivo experiments.
基于CEST饱和和数据采集过程中纵向磁化发展的潜在物理模型,提出了一种新的稳态CEST序列设计,并在硅、体外和体内进行了验证。与现代序列和稳态CEST序列相比,该设计确保了在纯CEST稳态下的一致数据采集,从而在体外和体内获得高MTRasym分数和图像质量。目的:本研究的目的是利用纯CEST稳态对CEST序列进行增强,以提供更高的CEST效果和更好的灵敏度。方法:设计了一种新的CEST饱和/读出方案,在数值模拟中进行了测试,并随后在体外和体内进行了验证。结果:新型多二维螺旋纯稳态CEST序列具有良好的灵敏度和有效性。结论:将图像采集限制在纯CEST稳态下,首次在体外和体内实验中取得了良好的效果。
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引用次数: 0
On the transverse relaxation enhancement effect in 1H-MRI of the lung 肺1H-MRI的横向松弛增强效应。
IF 2 4区 医学 Q2 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-09-01 DOI: 10.1016/j.mri.2025.110514
Flavio Carinci , Felix A. Breuer , Peter M. Jakob

Purpose

Presenting a technique to quantify the transverse relaxation time T2,diff, which is associated with the diffusion of water molecules through the internal magnetic field gradients of the lung in-vivo.

Methods

A Half-Fourier-Acquired Single-shot Turbo spin-Echo (HASTE) pulse sequence with Hahn-echo preparation was implemented and used for image acquisition. Quantification of T2,diff was performed by acquiring multiple images with identical TE, but with a different number of refocusing pulses between excitation and signal acquisition. T2,diff was quantified on a voxel-by-voxel basis from the signal attenuation in the different acquisitions.
Phantom experiments were performed to evaluate the ability of the proposed technique to discriminate signals with different T2,diff. Six samples containing a mixture of water and glass microspheres of different nominal diameters were used. The dependence of T2,diff on the sphere diameter was compared with that obtained from the conventional Hahn-echo experiment. In-vivo experiments were performed to investigate the dependence of T2,diff on both lung inflation and perfusion. For this, data were acquired in eleven healthy volunteers in different breathing states and different cardiac phases.

Results

Phantom experiments showed a monotonic increase of T2,diff with the sphere diameter in agreement with the results of the Hahn-echo experiment, demonstrating an excellent discrimination between signals with different T2,diff. In-vivo experiments showed a rather homogeneous distribution of T2,diff throughout the lung with a slight dependence on inflation. Mean values obtained in the diastolic cardiac phase resulted in 29 ms at Functional Residual Capacity (FRC) and in 24 ms at Total Lung Capacity (TLC). In the systolic phase the mean value at FRC was 14 ms, indicating a strong dependence of T2,diff on perfusion.

Conclusion

The proposed technique allows to quantify T2,diff of the lung in a single breath-hold of approximately 10s duration and could help in detecting functional and microstructural injuries of the lung.
目的:提出一种定量水分子在体内通过肺内磁场梯度扩散的横向弛豫时间T2,diff的技术。方法:采用半傅立叶获取单次Turbo自旋回波(HASTE)脉冲序列,并进行hahn回波预处理,用于图像采集。T2,diff的量化是通过获取具有相同TE的多幅图像,但在激励和信号采集之间具有不同的重聚焦脉冲数来实现的。T2,diff根据不同采集的信号衰减逐体素进行量化。幻影实验评估了该技术区分不同T2、diff信号的能力。使用了六个含有不同公称直径的水和玻璃微球混合物的样品。比较了T2、diff与球直径的关系,并与常规哈恩回波实验结果进行了比较。通过体内实验研究T2、diff对肺充气和灌注的依赖性。为此,研究人员收集了11名处于不同呼吸状态和不同心脏期的健康志愿者的数据。结果:幻像实验显示T2,diff随球直径单调增加,与Hahn-echo实验结果一致,表明对不同T2,diff的信号有很好的辨别能力。体内实验显示T2在整个肺中的分布相当均匀,对充气有轻微的依赖性。在心脏舒张期获得的平均值导致功能剩余容量(FRC)为29 ms,总肺活量(TLC)为24 ms。收缩期FRC平均值为14 ms,表明T2,diff对灌注有很强的依赖性。结论:该技术可定量测定单次屏气约10s时肺的T2和diff,有助于检测肺的功能和显微结构损伤。
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引用次数: 0
Evaluating breast lesions with ultrafast DCE-MRI: The impact of temporal resolution on pharmacokinetics 用超快DCE-MRI评估乳腺病变:时间分辨率对药代动力学的影响。
IF 2 4区 医学 Q2 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-09-01 DOI: 10.1016/j.mri.2025.110512
Tianwen Xie , Yan Huang , Caixia Fu , Robert Grimm , Marcel Dominik Nickel , Qin Xiao , Weijun Peng , Ruimin Li , Yajia Gu

Objective

This study aimed to evaluate the impact of temporal resolution on pharmacokinetic parameters and the performance in diagnosing breast cancer.

Methods

This prospective study included 89 consecutive patients with 97 lesions (76 malignant and 21 benign). Ultrafast dynamic contrast-enhanced (UF-DCE) imaging was performed on a 3-T MRI scanner using CAIPIRINHA-Dixon-TWIST-VIBE (CDTV) with a native temporal resolution of 4.5 s per phase. The CDTV data were downsampled at various temporal resolutions ranging from 9.0 to 58.5 s, creating eight additional datasets. Pharmacokinetic parameters, including Ktrans, kep, and ve, were calculated using Tofts model and population-based arterial input function (AIF). Paired-sample t-test with Bonferroni correction and ROC curves were used for statistical analysis.

Results

As temporal resolution decreased from 4.5 s, Ktrans and kep values increased, while ve values decreased. The AUCs of Ktrans, kep, and ve at 4.5-s temporal resolution were 0.648, 0.778, and 0.685, respectively. Temporal resolutions shorter than 18 s showed less than a 10 % deviation in Ktrans and kep of quantitative parameters compared to the 4.5-s reference. No significant difference was noted among AUC pairs for any of the parameters (corrected p > 0.00625).

Conclusions

Our results revealed that the temporal resolution significantly impacted pharmacokinetic parameters based on the population-based AIF from UF-DCE MRI. However, the diagnostic ability to characterize breast cancer might not be substantially affected. A temporal resolution shorter than 18 s is recommended for accurate calculation of pharmacokinetic parameters.
目的:探讨时间分辨率对乳腺癌药代动力学参数及诊断效能的影响。方法:这项前瞻性研究纳入了89例连续患者的97个病变(76例恶性,21例良性)。在3-T MRI扫描仪上使用caipirhah - dixon - twist - vibe (CDTV)进行超快动态对比增强(UF-DCE)成像,原生时间分辨率为4.5 s /相位。CDTV数据在9.0到58.5 s的不同时间分辨率下采样,创建了8个额外的数据集。采用Tofts模型和基于人群的动脉输入函数(AIF)计算药代动力学参数,包括Ktrans、kep和ve。采用Bonferroni校正的配对样本t检验和ROC曲线进行统计分析。结果:随着时间分辨率从4.5 s降低,Ktrans和kep值升高,ve值降低。在4.5 s时间分辨率下,Ktrans、keep和ve的auc分别为0.648、0.778和0.685。在时间分辨率小于18 s的情况下,与4.5 s的参考相比,Ktrans和定量参数的保持偏差小于10 %。任何参数的AUC对之间没有显著差异(校正p > 0.00625)。结论:我们的研究结果显示,基于UF-DCE MRI基于人群的AIF,时间分辨率显著影响药代动力学参数。然而,乳腺癌的诊断能力可能不会受到实质性的影响。为准确计算药代动力学参数,建议时间分辨率小于18 s。
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引用次数: 0
MRI-based radiomics predicts complete responses to initial transcatheter arterial chemoembolization in virus-associated early and intermediate stage HCC 基于mri的放射组学预测病毒相关的早期和中期HCC初始经导管动脉化疗栓塞的完全反应。
IF 2 4区 医学 Q2 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Pub Date : 2025-08-31 DOI: 10.1016/j.mri.2025.110513
Xinran Wen , Zhaoyang Xu , Hongbo Wang , Yan Wang , Qiaoyu Gu , Xiran Jiang , Cong Chen , Yalian Yu

Background

To evaluate the value of a multiparametric MRI-based nomogram on predicting response to transcatheter arterial chemoembolization (TACE) in virus-associated hepatocellular carcinoma (HCC) patients;

Methods

This study enrolled 235 and 51 patients from Center 1 and 2, respectively. All patients underwent baseline MRI scans before treatment. The least absolute shrinkage and selection operator (LASSO) regression method was used to screen radiomics features from intra- and peri-tumor areas to establish the radiomics signatures (RS). The nomogram model was built by integrating the RS and clinical predictors. Receiver operating characteristics (ROC), calibration and decision curve analyses (DCA) curves were used to assess predictive performances of radiomics models;

Results

In the training, internal validation and external validation cohort, the AUCs based on developed RS were 0.848, 0.759 and 0.762, respectively. The clinical model consisted of 4 significant distinct clinical predictors, including HBsAg, AFP, BCLC staging and size. To enhance diagnostic efficiency, we integrated 11 radiomics features and 4 clinical predictors to develop a nomogram model, which showed increased AUCs to 0.892, 0.851 and 0.787 in the training, internal validation and external validation cohort, respectively;

Conclusions

This study demonstrates that multiparametric MRI-based radiomics nomogram can preoperatively predict responses to TACE in virus-associated HCC.
背景:评价基于多参数mri的nomogram预测病毒相关性肝细胞癌(HCC)患者经导管动脉化疗栓塞(TACE)疗效的价值;方法:本研究分别从中心1和中心2入组235例和51例患者。所有患者在治疗前都进行了基线MRI扫描。采用最小绝对收缩和选择算子(LASSO)回归方法筛选肿瘤内和肿瘤周围的放射组学特征,建立放射组学特征(RS)。结合RS和临床预测因子建立nomogram模型。采用受试者工作特征(ROC)、校正曲线和决策曲线分析(DCA)曲线评估放射组学模型的预测性能;结果:在训练队列、内部验证队列和外部验证队列中,基于开发RS的auc分别为0.848、0.759和0.762。该临床模型由4个具有显著差异的临床预测指标组成,包括HBsAg、AFP、BCLC分期和肿瘤大小。为了提高诊断效率,我们整合了11个放射组学特征和4个临床预测因子,建立了nomogram模型,结果显示,在训练队列、内部验证队列和外部验证队列中,auc分别增加到0.892、0.851和0.787;结论:本研究表明,基于多参数mri的放射组学图可以术前预测病毒相关性HCC对TACE的反应。
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Magnetic resonance imaging
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