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Impact of Porous Matrix Morphology on the Phase Diagrams in the GaInSn Alloy Under Nanoconfinement 多孔基质形态对纳米强化下 GaInSn 合金相图的影响
IF 1.1 4区 物理与天体物理 Q4 PHYSICS, ATOMIC, MOLECULAR & CHEMICAL Pub Date : 2024-06-26 DOI: 10.1007/s00723-024-01672-w
A. A. Vasilev, D. Yu. Nefedov, E. V. Charnaya, Yu. A. Kumzerov, A. V. Fokin

Gallium alloys are widespread materials in microelectronics and are promising as components of nanocomposites for using in soft robotics, wearable electronics, and sensors. Here, we present NMR studies of the impact of a particular nanoconfinement on the phase diagram for the GaInSn eutectic alloy in a porous Al2O3 ceramic template with the middle pore size 11 nm. Measurements of the NMR spectra and Knight shifts were carried out for 71Ga, 69Ga, and 115In isotopes from 180 to 310 K. The precipitation of gallium-rich segregates with crystalline structures of α- and β-Ga was found at cooling. The evolution of the NMR lines during cooling and warming evidenced the occurrence of the liquid–liquid-phase transition in the melt fraction with pronounced amount of indium. The results obtained for the GaInSn alloy embedded into the porous aluminum oxide ceramic were found to differ remarkably from the phase diagrams of the alloy confined within silica opal and glass porous matrices.

镓合金是微电子学中广泛使用的材料,作为纳米复合材料的成分,它在软机器人、可穿戴电子设备和传感器中的应用前景广阔。在此,我们就特定纳米细化对中间孔径为 11 纳米的多孔 Al2O3 陶瓷模板中 GaInSn 共晶合金相图的影响进行了核磁共振研究。在 180 至 310 K 范围内,对 71Ga、69Ga 和 115In 同位素进行了核磁共振波谱和 Knight 移位测量。冷却和升温过程中核磁共振谱线的变化证明,在含有大量铟的熔体部分发生了液-液相转变。嵌入多孔氧化铝陶瓷中的 GaInSn 合金的研究结果与嵌入硅蛋白石和玻璃多孔基质中的合金相图有明显不同。
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引用次数: 0
Automated Quantification of Lateral and Medial Temporal Lobe Volumes for Improved Diagnosis of Early Alzheimer’s Disease 自动量化颞叶外侧和内侧容积,提高早期阿尔茨海默病诊断水平
IF 1.1 4区 物理与天体物理 Q4 PHYSICS, ATOMIC, MOLECULAR & CHEMICAL Pub Date : 2024-06-25 DOI: 10.1007/s00723-024-01667-7
Marufjon Salokhiddinov, Dharmesh Singh, Akash Gandhamal, Dileep Kumar, Elisabeth Stamou, Munojat Ismailova, Gulnora Rakhimbaeva, Dilshod Tolibov

The purpose of this study was to evaluate the importance of automated lateral and medial temporal volume measurement technique for the early diagnosis of Alzheimer's disease (AD). A cross-sectional T1-weighted magnetic resonance image was obtained from 39 healthy adults and 39 patients with mild AD. The study demonstrates significant volume loss in the lateral temporal lobe (LTL) and medial temporal lobe (MTL) regions of the brain in early cases of AD, suggesting that volume loss could be used as a viable biomarker for mild AD diagnosis. Using a deep learning-based auto-segmentation network (CINet), the study accurately estimates the volumes of various LTL and MTL brain regions. Notably, higher volume loss is observed in the left MTL and LTL regions compared to the right, indicating an asymmetric impact in mild AD. The study underscores the significance of automated technique for AD diagnosis and monitoring disease progression, contributing valuable insights for potential early interventions.

本研究的目的是评估颞叶外侧和内侧容积自动测量技术对阿尔茨海默病(AD)早期诊断的重要性。研究人员采集了 39 名健康成人和 39 名轻度阿尔茨海默病患者的横断面 T1 加权磁共振图像。研究表明,在早期阿兹海默症病例中,大脑外侧颞叶(LTL)和内侧颞叶(MTL)区域的体积明显缩小,这表明体积缩小可作为诊断轻度阿兹海默症的可行生物标志物。该研究利用基于深度学习的自动分割网络(CINet),准确估算出了不同LTL和MTL脑区的体积。值得注意的是,与右侧相比,左侧 MTL 和 LTL 区域的体积损失更大,这表明轻度注意力缺失症的影响是不对称的。这项研究强调了自动化技术在诊断和监测AD疾病进展方面的重要意义,为潜在的早期干预措施提供了宝贵的见解。
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引用次数: 0
Lindblad Relaxation of Multiple Quantum NMR Coherence in Two-Spin Systems 双针系统中多重量子核磁共振相干的林德布拉德弛豫
IF 1.1 4区 物理与天体物理 Q4 PHYSICS, ATOMIC, MOLECULAR & CHEMICAL Pub Date : 2024-06-25 DOI: 10.1007/s00723-024-01668-6
G. A. Bochkin, E. B. Fel’dman, E. I. Kuznetsova, S. G. Vasil’ev

The Lindblad equation for dissipative open systems is applied for an investigation of relaxation of multiple-quantum (MQ) NMR coherences in two-spin systems. We choose two examples of two-spin systems. One of them is the zigzag proton chain in a single crystal of hambergite in such an orientation that one of the two intra-chain dipolar coupling constants becomes zero. Then, the chain consists of well-isolated pairs of spins, with the spins of each pair coupled by the dipole–dipole interaction. The second example of a two-spin system is a single crystal of gypsum in which protons belong to water molecules. The MQ NMR dynamics with relaxation was investigated for different preparation times of the MQ NMR experiment.

我们将耗散开放系统的林德布拉德方程用于研究双自旋系统中多量子(MQ)核磁共振相干性的弛豫。我们选择了两个双自旋系统的例子。其中一个是汉贝格石单晶体中的人字形质子链,其取向使得链内两个双极耦合常数中的一个变为零。这样,质子链就由孤立的成对自旋组成,每对自旋通过偶极-偶极相互作用耦合在一起。双自旋系统的第二个例子是石膏单晶体,其中的质子属于水分子。研究了不同 MQ NMR 实验准备时间下的 MQ NMR 动态弛豫。
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引用次数: 0
Translational Mobility in Ternary Systems “Lithium Acetate–Cesium Acetate–Water” According to PFG NMR Data 根据 PFG NMR 数据得出的 "醋酸锂-醋酸铯-水 "三元体系中的转化迁移率
IF 1.1 4区 物理与天体物理 Q4 PHYSICS, ATOMIC, MOLECULAR & CHEMICAL Pub Date : 2024-06-22 DOI: 10.1007/s00723-024-01670-y
Kirill A. Mukhin, Olga N. Pestova, Vladimir V. Matveev, Vladimir I. Chizhik

The development of ecofriendly electrolytes for lithium-ion batteries is one of the actual tasks of modern electrochemistry. In particular, to this purpose, the highly concentrated ternary aqueous systems based on lithium acetate (LiOAc) have been actively investigated. Here, the diffusion coefficients of 7Li+ and 133Cs+ cations, OAc anion, as well as water (1H), in ternary aqueous solutions of cesium and lithium acetates in a range of temperature (– 15 ÷ 35 °C) have been measured using the PFG NMR method. A direct attempt to interpret the obtained dependences within the framework of the Stokes–Einstein model led to the fact that the calculated hydrodynamic radius of the Cs+ cation turned out to be noticeably smaller than its crystallographic one. An approach to describing the high rate of diffusion of cesium cations is proposed, based on taking into account the local viscosity near cations of both types. The use of the approach allowed us to calculate more correctly the hydrodynamic radii of cations, while remaining within the framework of the Stokes–Einstein model. As a result, it has been possible to describe the features of translational motion of components in a complex system that is interesting for electrochemical applications.

为锂离子电池开发生态友好型电解质是现代电化学的实际任务之一。为此,人们对基于醋酸锂(LiOAc)的高浓度三元水体系进行了积极研究。在此,使用 PFG NMR 方法测量了 7Li+ 和 133Cs+ 阳离子、OAc- 阴离子以及水 (1H) 在铯和醋酸锂三元水溶液中的扩散系数,温度范围为 - 15 ÷ 35 °C。直接尝试在斯托克斯-爱因斯坦模型的框架内解释所获得的相关性,结果发现计算出的 Cs+ 阳离子的流体力学半径明显小于其晶体学半径。考虑到两种类型阳离子附近的局部粘度,我们提出了一种描述铯阳离子高扩散率的方法。使用这种方法,我们可以更准确地计算阳离子的流体力学半径,同时保持在斯托克斯-爱因斯坦模型的框架内。因此,我们有可能描述一个复杂系统中成分平移运动的特征,这对电化学应用很有意义。
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引用次数: 0
Designing Gradient Coils Considering the Ferromagnetic Effect for a Movable Permanent MRI System 为可移动永久磁共振成像系统设计考虑铁磁效应的梯度线圈
IF 1.1 4区 物理与天体物理 Q4 PHYSICS, ATOMIC, MOLECULAR & CHEMICAL Pub Date : 2024-06-19 DOI: 10.1007/s00723-024-01664-w
Jiamin Wu, Zheng Xu, Yanhe Zhu, Yucheng He

The gradient coils represent an indispensable constituent within magnetic resonance imaging systems. Their performance significantly impacts the quality of images, particularly the nonlinearity of the gradient magnetic field. Due to the presence of ferromagnetic materials surrounding the gradient coil in the permanent magnet system, the magnetic field of the gradient coil experiences influence. Consideration must be given to ferromagnetic materials during the design phase. The objective of this study is to design gradient coils that mitigates the impact of ferromagnetic materials on gradient field linearity. In this paper, the original coil structure is formulated utilizing the discrete trajectory method, while introducing mirrored current to elucidate the effects of ferromagnetic material. Through the integration of these two methods, gradient coil structures with excellent linearity are achieved. Ultimately, the optimal gradient coils are fabricated, and computational as well as experimental findings demonstrate concordance between measured nonlinear degree and efficiency of the gradient coils with theoretical calculations in the presence of ferromagnetic materials.

梯度线圈是磁共振成像系统中不可或缺的组成部分。它们的性能对图像质量有重大影响,特别是梯度磁场的非线性。由于永磁系统中梯度线圈周围存在铁磁材料,梯度线圈的磁场会受到影响。在设计阶段必须考虑到铁磁材料。本研究的目的是设计能减轻铁磁材料对梯度磁场线性影响的梯度线圈。本文利用离散轨迹法制定了原始线圈结构,同时引入镜像电流来阐明铁磁材料的影响。通过整合这两种方法,实现了线性度极佳的梯度线圈结构。最终,最佳梯度线圈被制造出来,计算和实验结果表明,在铁磁材料存在的情况下,梯度线圈的非线性度和效率与理论计算结果一致。
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引用次数: 0
Visualization of Conductors Inside an MRI Coil 磁共振成像线圈内导体的可视化
IF 1.1 4区 物理与天体物理 Q4 PHYSICS, ATOMIC, MOLECULAR & CHEMICAL Pub Date : 2024-06-16 DOI: 10.1007/s00723-024-01666-8
Nikolay V. Anisimov, Lev L. Gervits, Arina A. Tarasova

This article reports on the use of fluorocarbons as an imaging medium in MRI. The function of this medium is to uniformly fill the space intended for MR scanning and to provide a strong signal against which objects of interest can be visualized. In our case, such objects were coils used as signal sensors in MRI studies. The aim of the study is visualization of the conductors located inside of an MRI coil and, therefore, could not be visually assessed. To enable the conductor’s imaging, signal amplification from the imaging medium in the vicinity of the conductors was used. The physical phenomenon behind this effect is the fact that the magnetic field induced in the conductor by precessing spins, causing a current in it, which is recorded by the receiver, greatly increases with decreasing distance of the spins from the conductor. The fluorocarbons—octafluorocyclobutane gas—C4F8, as well as so-called dry water—perfluoro(2-methyl-3-pentanone)—CF3CF2C(O)CF(CF3)2 can be used as a visualization medium. In both cases, MRI scan is performed to detect fluorine nuclei (19F). The method is most effective in active mode—when the coil to be examined is connected to the receiver. The application of the conductor visualization method was shown for three types of two-channel quadrature coils. The ability to visualize the conductors separately for each channel, including volumetric reconstructions, and to construct coil sensitivity maps was demonstrated. 19F MR images of the coils were compared with their photographs, X-ray and proton MR images, and showed high correspondence.

本文介绍了在磁共振成像中使用碳氟化合物作为成像介质的情况。这种介质的作用是均匀填充磁共振扫描所需的空间,并提供强烈的信号,从而使感兴趣的物体显现出来。在我们的案例中,这些物体就是核磁共振成像研究中用作信号传感器的线圈。研究的目的是对位于核磁共振线圈内部的导体进行可视化,因此无法对其进行可视化评估。为实现导体成像,使用了导体附近成像介质的信号放大技术。这种效应背后的物理现象是,随着自旋体与导体之间的距离减小,导体中的前向自旋体诱发的磁场会在导体中产生电流,并被接收器记录下来。碳氟化合物--八氟环丁烷气体--C4F8 以及所谓的干水--全氟(2-甲基-3-戊酮)--CF3CF2C(O)CF(CF3)2 可用作可视化介质。在这两种情况下,都要通过核磁共振成像扫描来检测氟核(19F)。这种方法在主动模式下最有效--此时待检线圈与接收器相连。导体可视化方法适用于三种双通道正交线圈。演示了对每个通道的导体分别进行可视化的能力,包括容积重建和构建线圈灵敏度图。线圈的 19F 磁共振图像与其照片、X 射线和质子磁共振图像进行了比较,结果显示两者具有很高的对应性。
{"title":"Visualization of Conductors Inside an MRI Coil","authors":"Nikolay V. Anisimov,&nbsp;Lev L. Gervits,&nbsp;Arina A. Tarasova","doi":"10.1007/s00723-024-01666-8","DOIUrl":"10.1007/s00723-024-01666-8","url":null,"abstract":"<div><p>This article reports on the use of fluorocarbons as an imaging medium in MRI. The function of this medium is to uniformly fill the space intended for MR scanning and to provide a strong signal against which objects of interest can be visualized. In our case, such objects were coils used as signal sensors in MRI studies. The aim of the study is visualization of the conductors located inside of an MRI coil and, therefore, could not be visually assessed. To enable the conductor’s imaging, signal amplification from the imaging medium in the vicinity of the conductors was used. The physical phenomenon behind this effect is the fact that the magnetic field induced in the conductor by precessing spins, causing a current in it, which is recorded by the receiver, greatly increases with decreasing distance of the spins from the conductor. The fluorocarbons—octafluorocyclobutane gas—C<sub>4</sub>F<sub>8</sub>, as well as so-called dry water—perfluoro(2-methyl-3-pentanone)—CF<sub>3</sub>CF<sub>2</sub>C(O)CF(CF<sub>3</sub>)<sub>2</sub> can be used as a visualization medium. In both cases, MRI scan is performed to detect fluorine nuclei (<sup>19</sup>F). The method is most effective in active mode—when the coil to be examined is connected to the receiver. The application of the conductor visualization method was shown for three types of two-channel quadrature coils. The ability to visualize the conductors separately for each channel, including volumetric reconstructions, and to construct coil sensitivity maps was demonstrated. <sup>19</sup>F MR images of the coils were compared with their photographs, X-ray and proton MR images, and showed high correspondence.</p></div>","PeriodicalId":469,"journal":{"name":"Applied Magnetic Resonance","volume":"55 8","pages":"753 - 765"},"PeriodicalIF":1.1,"publicationDate":"2024-06-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141552632","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A New Deep Learning Framework for Accurate Intracranial Brain Hemorrhage Detection and Classification Using Real-Time Collected NCCT Images 利用实时采集的 NCCT 图像准确检测和分类颅内脑出血的新型深度学习框架
IF 1.1 4区 物理与天体物理 Q4 PHYSICS, ATOMIC, MOLECULAR & CHEMICAL Pub Date : 2024-06-13 DOI: 10.1007/s00723-024-01661-z
Simarjeet Kaur, Amar Singh

Brain hemorrhage is a critical medical condition that is likely to cause long-term disabilities and death. Timely and precise emergency care, incorporating the accurate interpretation of computed tomography (CT) images, plays a crucial role in the effective management of a hemorrhagic stroke. However, conventional artificial intelligence methods are capable enough to detect the presence or absence of hemorrhage but fail to detect multiple types of hemorrhage with high accuracy. To address this, the paper introduces an innovative Deep Learning based approach that automatically detects, segments, and classifies subtypes of intracranial hemorrhages. The proposed model is trained and evaluated on two different datasets. It is initially trained on a dataset of CT images from the Radiological Society of North America (RSNA) brain CT hemorrhage database, which contained 752,803 head non-contrast computer tomography images obtained from 2,200 patients. Furthermore, the model's performance is validated using a real-time CT dataset collected from a diagnostic lab, comprising 15,000 CT scan images from 176 patients. The proposed model surpasses standard benchmarks for detection and classification, achieving exceptional metrics. It showcases overall segmentation accuracy with a Dice score and Jaccard Index of 0.99 and 0.88 respectively, while the classification metrics include an accuracy of 0.99, precision, recall, and F1 score of 0.97, 0.98, and 0.97 respectively. When two expert radiologists independently assessed the predicted hemorrhage locations and subtypes, ensuring uniform specificity levels, they determined the observed rate of false positives per patient was less. These results validate its applicability as a dependable clinical decision support tool.

脑出血是一种可能导致长期残疾和死亡的危重病症。及时准确的急救护理,包括对计算机断层扫描(CT)图像的准确解读,在有效处理出血性中风中发挥着至关重要的作用。然而,传统的人工智能方法足以检测是否存在出血,但却无法高精度地检测多种类型的出血。为解决这一问题,本文介绍了一种基于深度学习的创新方法,可自动检测、分割和分类颅内出血的亚型。本文提出的模型在两个不同的数据集上进行了训练和评估。它最初是在来自北美放射学会(RSNA)脑 CT 出血数据库的 CT 图像数据集上进行训练的,该数据集包含从 2,200 名患者处获得的 752,803 张头部非对比计算机断层扫描图像。此外,该模型的性能还得到了诊断实验室实时 CT 数据集的验证,该数据集包含来自 176 名患者的 15,000 张 CT 扫描图像。所提出的模型超越了检测和分类的标准基准,达到了卓越的指标。它展示了整体分割准确性,Dice 分数和 Jaccard 指数分别为 0.99 和 0.88,而分类指标包括准确性 0.99,精确度、召回率和 F1 分数分别为 0.97、0.98 和 0.97。两位放射科专家在确保特异性水平一致的情况下,对预测的出血位置和亚型进行了独立评估,结果发现每位患者的假阳性率较低。这些结果验证了它作为可靠的临床决策支持工具的适用性。
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引用次数: 0
Similarities and Differences in the Effect of Dipole–Dipole and Exchange Interactions on the Shape of the EPR Spectrum of Dilute Solutions of Paramagnetic Particles 偶极-偶极和交换相互作用对顺磁性粒子稀释溶液 EPR 波谱形状影响的异同
IF 1.1 4区 物理与天体物理 Q4 PHYSICS, ATOMIC, MOLECULAR & CHEMICAL Pub Date : 2024-06-07 DOI: 10.1007/s00723-024-01647-x
К.M. Salikhov

Spin exchange caused by the exchange interaction during bimolecular collisions of paramagnetic particles in dilute solutions causes several effects: broadens the resonance lines of the EPR spectrum, changes the resonance frequencies, changes the shape of the resonance lines of the spectrum, and causes the effect of the exchange narrowing of the spectrum. The well-established belief is that the dipole–dipole interaction between paramagnetic particles only broadens the resonance lines. According to the new paradigm of spin exchange, the dipole–dipole interaction causes effects similar to the effects of spin exchange. In this article, a detailed quantitative analysis of the effect of the dipole–dipole interaction on the shape of the EPR spectra of dilute solutions of paramagnetic particles is carried out for the model system. It is shown that the contribution of the dipole–dipole interaction to the spin coherence transfer between particles makes it possible to more accurately determine the rate of spin exchange and, as a result, the rate of bimolecular collisions of molecules from the analysis of the shape of the EPR spectra. An experimental protocol is proposed that definitely highlights the contribution of the dipole–dipole interaction to the transfer of spin coherence.

稀溶液中的顺磁粒子在双分子碰撞过程中发生的交换相互作用所引起的自旋交换会导致以下几种效应:拓宽 EPR 光谱的共振线、改变共振频率、改变光谱共振线的形状以及导致光谱的交换窄化效应。人们普遍认为,顺磁粒子之间的偶极-偶极相互作用只会使共振线变宽。根据新的自旋交换范式,偶极-偶极相互作用会产生类似于自旋交换的效应。本文以顺磁性粒子的稀溶液为模型系统,详细定量分析了偶极-偶极相互作用对 EPR 光谱形状的影响。结果表明,偶极-偶极相互作用对粒子间自旋相干性传递的贡献使我们有可能从 EPR 光谱形状的分析中更准确地确定自旋交换率,从而确定分子的双分子碰撞率。我们提出了一种实验方案,它能明确突出偶极-偶极相互作用对自旋相干性传递的贡献。
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引用次数: 0
NMR Spectroscopy as an Alternative Analytical Method for Biopolymers Without Chromophore: Example of Hyaluronic Acid in Dietary Supplements 核磁共振光谱法作为无色团生物聚合物的替代分析方法:以膳食补充剂中的透明质酸为例
IF 1.1 4区 物理与天体物理 Q4 PHYSICS, ATOMIC, MOLECULAR & CHEMICAL Pub Date : 2024-06-05 DOI: 10.1007/s00723-024-01663-x
Fabienne M. Lang, Klaudia Adels, Bernd W. K. Diehl, Margit Schulze, Yulia B. Monakhova

To respond to the increasing demand for hyaluronic acid (HA) in dietary supplements (DSs) and nutricosmetics marketed for the treatment of osteoarthritis or moistening, it is essential to have an accurate and reliable method for its analysis in the final products. The study aimed to develop and validate alternative method for the quality control of HA in DSs using low-field (LF) and high-field (HF) nuclear magnetic resonance (NMR) spectroscopy at 80 MHz and 600 MHz, respectively. Moreover, chondroitin sulphate (CH), another active ingredient in DSs, can be simultaneously quantified. The 1H-NMR methods have been successfully validated in terms of limit of detection (LOD) and limit of quantitation (LOQ), which were found to be 0.1 mg/mL and 0.2 mg/mL (80 MHz) as well as 0.2 mg/mL and 0.6 mg/mL (600 MHz). Recovery rates were estimated to be between 92 and 120% on both spectrometers; precision including sample preparation was found to be 4.2% and 8.0% for 600 MHz and 80 MHz, respectively. Quantitative results obtained by HF and LF NMR were comparable for 16 DSs with varying matrix. HF NMR experiments at 70 ℃ serve as a simple and efficient quality control tool for HA and CH in multicomponent DSs. Benchtop NMR measurements, upon preceding acid hydrolysis, offer a cost-effective and cryogen-free alternative for analyzing DSs in the absence of CH and paramagnetic matrix components.

为满足市场对用于治疗骨关节炎或润肤的膳食补充剂(DSs)和营养化妆品中透明质酸(HA)日益增长的需求,必须有一种准确可靠的方法来分析最终产品中的透明质酸。该研究旨在开发和验证替代方法,分别使用 80 MHz 和 600 MHz 的低场(LF)和高场(HF)核磁共振(NMR)光谱对 DS 中的 HA 进行质量控制。此外,还可同时对 DS 中的另一种活性成分硫酸软骨素(CH)进行定量。1H-NMR 方法的检出限(LOD)和定量限(LOQ)分别为 0.1 毫克/毫升和 0.2 毫克/毫升(80 MHz)以及 0.2 毫克/毫升和 0.6 毫克/毫升(600 MHz)。两种光谱仪的回收率估计在 92% 和 120% 之间;600 MHz 和 80 MHz 的精确度(包括样品制备)分别为 4.2% 和 8.0%。对于基质不同的 16 种 DS,高频和低频 NMR 获得的定量结果具有可比性。70 ℃ 下的高频 NMR 实验是对多组分 DS 中的 HA 和 CH 进行质量控制的简单而有效的工具。在酸水解之前进行的台式 NMR 测量为分析不含 CH 和顺磁基质成分的 DS 提供了一种经济、无低温的替代方法。
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引用次数: 0
Knee Model Construction Using Deep Neural Networks with Boundary Information for Local SAR Estimation 利用带边界信息的深度神经网络构建膝关节模型,用于局部合成孔径雷达估算
IF 1.1 4区 物理与天体物理 Q4 PHYSICS, ATOMIC, MOLECULAR & CHEMICAL Pub Date : 2024-06-03 DOI: 10.1007/s00723-024-01662-y
Liang Xiao, Hongjin Ren, Hangyu Zhou, Cangju Xing

The local specific absorption rate (SAR) is a key safety indicator in high-field MRI. Constructing a specific model for each patient is important for accurate estimation of local SAR. The aim of this study is to construct subject-specific knee models based on low-field images for realizing accurate local SAR estimation in high-field MRI systems (3T and 1.5T). The proposed method used two U-Net networks for tissue segmentation of knee joint and the classification results of the two networks were merged to generate the final models. Muscle has high dielectric properties and large volume, which have an important influence on the electromagnetic field distribution. To improve the accuracy of muscle segmentation, a U-Net making use of boundary information was used to segment muscle alone to overcome the problem of inhomogeneous intensity at the edge of the muscle region. Other tissues were segmented by another U-Net, which used a weighted loss function to mitigate the adverse influence of class imbalances between tissues. The proposed method was compared with other methods using manual delineation as the standard. Its muscle segmentation performance was better than that of the comparison methods. On the other hand, local SAR in 3T using models constructed by these methods was also evaluated through electromagnetic simulation separately. It was shown that the maximum SAR10g of the models constructed by the proposed method was much closer to that of manual delineation on the whole. These results validated the availability of the proposed method.

局部比吸收率(SAR)是高场磁共振成像的一个关键安全指标。为每位患者构建特定的模型对于准确估算局部 SAR 非常重要。本研究的目的是基于低场图像构建特定受试者的膝关节模型,以便在高场磁共振成像系统(3T 和 1.5T)中实现准确的局部 SAR 估计。所提出的方法使用两个 U-Net 网络对膝关节进行组织分割,并将两个网络的分类结果合并生成最终模型。肌肉的介电性能高、体积大,对电磁场分布有重要影响。为了提高肌肉分割的准确性,利用边界信息的 U-Net 对肌肉进行单独分割,以克服肌肉区域边缘强度不均匀的问题。其他组织由另一个 U-Net 分割,该 U-Net 使用加权损失函数来减轻组织间类别不平衡的不利影响。将所提出的方法与其他以人工划线为标准的方法进行了比较。其肌肉分割性能优于比较方法。另一方面,还通过电磁模拟分别评估了使用这些方法构建的模型在 3T 中的局部 SAR。结果表明,拟议方法构建的模型的最大 SAR10g 值总体上更接近人工划定的值。这些结果验证了拟议方法的可用性。
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引用次数: 0
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Applied Magnetic Resonance
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