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A birdcage transmit, 24-channel conformal receive array coil for sensitive 31P magnetic resonance spectroscopic imaging of the human brain at 7 T. 用于 7 T 下人脑灵敏 31P 磁共振光谱成像的鸟笼发射、24 通道保形接收阵列线圈。
IF 2.7 4区 医学 Q2 BIOPHYSICS Pub Date : 2024-10-01 Epub Date: 2024-05-24 DOI: 10.1002/nbm.5178
Johnny Der Hovagimian, Pedram Yazdanbakhsh, Hande Halilibrahimoglu, Marcus J Couch, Richard Hoge, David A Rudko

Phosphorus (31P) magnetic resonance spectroscopic imaging (MRSI) can serve as a critical tool for more direct quantification of brain energy metabolism, tissue pH, and cell membrane turnover. However, the low concentration of 31P metabolites in biological tissue may result in low signal-to-noise ratio (SNR) in 31P MRS images. In this work, we present an innovative design and construction of a 31P radiofrequency coil for whole-brain MRSI at 7 T. Our coil builds on current literature in ultra-high field 31P coil design and offers complete coverage of the brain, including the cerebellum and brainstem. The coil consists of an actively detunable volume transmit (Tx) resonator and a custom 24-channel receive (Rx) array. The volume Tx resonator is a 16-rung high-pass birdcage coil. The Rx coil consists of a 24-element phased array composed of catered loop shapes and sizes built onto a custom, close-fitting, head-shaped housing. The Rx array was designed to provide complete coverage of the head, while minimizing mutual coupling. The Rx configuration had a mean S 11 reflection coefficient better than -20 decibels (dB) when the coil was loaded with a human head. The mean mutual coupling ( S 21 ) among Rx elements, when loaded with a human head, was -16 dB. In phantom imaging, the phased array produced a central SNR that was 4.4-fold higher than the corresponding central SNR when operating the 31P birdcage as a transceiver. The peripheral SNR was 12-fold higher when applying the optimized phased array. In vivo 3D 31P MRSI experiments produced high-quality spectra in the cerebrum gray and white matter, as well as in the cerebellum. Characteristic phosphorus metabolites related to adenosine triphosphate metabolism and cell membrane turnover were distinguishable across all brain regions. In summary, our results demonstrate the potential of our novel coil for accurate, whole-brain 31P metabolite quantification.

磷(31P)磁共振光谱成像(MRSI)可作为一种重要工具,用于更直接地量化大脑能量代谢、组织 pH 值和细胞膜周转。然而,生物组织中 31P 代谢物的浓度较低,可能导致 31P MRS 图像的信噪比(SNR)较低。在这项工作中,我们提出了一种用于 7 T 全脑 MRSI 的 31P 射频线圈的创新设计和构造。我们的线圈建立在当前超高磁场 31P 线圈设计文献的基础上,可完全覆盖大脑,包括小脑和脑干。线圈由一个主动可调谐的容积发射(Tx)谐振器和一个定制的 24 通道接收(Rx)阵列组成。容积 Tx 谐振器是一个 16 级高通鸟笼线圈。Rx 线圈由一个 24 元相控阵组成,该相控阵由各种形状和尺寸的环路组成,并安装在一个定制的、紧密贴合的头型外壳上。Rx 阵列的设计旨在完全覆盖头部,同时最大限度地减少相互耦合。接收器配置的平均 S 11 $$ {S}_{11}$$ 反射系数优于-20 分贝(dB)。在装入人头时,Rx 元件之间的平均相互耦合(S 21 $$ {S}_{21} $$)为 -16 分贝。在幻像成像中,相控阵产生的中心信噪比是将 31P 鸟笼作为收发器运行时相应中心信噪比的 4.4 倍。应用优化相控阵时,外围信噪比高出 12 倍。体内三维 31P MRSI 实验在大脑灰质和白质以及小脑中产生了高质量的光谱。所有脑区都能分辨出与三磷酸腺苷代谢和细胞膜周转有关的特征性磷代谢物。总之,我们的研究结果证明了我们的新型线圈在全脑 31P 代谢物精确定量方面的潜力。
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引用次数: 0
Signal-to-noise ratio versus field strength for small surface coils. 小型表面线圈的信噪比与场强关系。
IF 2.7 4区 医学 Q2 BIOPHYSICS Pub Date : 2024-10-01 Epub Date: 2024-05-08 DOI: 10.1002/nbm.5168
Rolf Pohmann, Nikolai I Avdievich, Klaus Scheffler

The increasing signal-to-noise ratio (SNR) is the main reason to use ultrahigh field MRI. Here, we investigate the dependence of the SNR on the magnetic field strength, especially for small animal applications, where small surface coils are used and coil noise cannot be ignored. Measurements were performed at five field strengths from 3 to 14.1 T, using 2.2-cm surface coils with an identical coil design for transmit and receive on two water samples with and without salt. SNR was measured in a series of spoiled gradient echo images with varying flip angle and corrected for saturation based on a series of flip angle and T1 measurements. Furthermore, the noise figure of the receive chain was determined and eliminated to remove instrument dependence. Finally, the coil sensitivity was determined based on the principle of reciprocity to obtain a measure for ultimate SNR. Before coil sensitivity correction, the SNR increase in nonconductive samples is highly supralinear with B0 1.6-2.7, depending on distance to the coil, while in the conductive sample, the growth is smaller, being around linear close to the surface coil and increasing up to a B0 2.0 dependence when moving away from the coil. After sensitivity correction, the SNR increase is independent of loading with B0 2.1. This study confirms the supralinear increase of SNR with increasing field strengths. Compared with most human measurements with larger coil sizes, smaller surface coils, as mainly used in animal studies, have a higher contribution of coil noise and thus a different behavior of SNR at high fields.

提高信噪比(SNR)是使用超高磁场 MRI 的主要原因。在此,我们研究了信噪比与磁场强度的关系,尤其是在使用小型表面线圈且线圈噪声不容忽视的小型动物应用中。我们在 3 到 14.1 T 的五个磁场强度下,使用 2.2 厘米的表面线圈,对含盐和不含盐的两种水样本进行了相同的发射和接收线圈设计。在一系列不同翻转角的破坏梯度回波图像中测量了信噪比,并根据一系列翻转角和 T1 测量值对饱和度进行了校正。此外,还测定并消除了接收链的噪声系数,以消除仪器依赖性。最后,根据互易原理确定线圈灵敏度,以获得最终信噪比。在进行线圈灵敏度校正之前,非导电样品的信噪比增长高度超线性,B0 为 1.6-2.7,取决于与线圈的距离,而导电样品的增长较小,在靠近表面线圈时呈线性增长,远离线圈时增长到 B0 2.0。经过灵敏度校正后,信噪比的增加与负载无关,B0 为 2.1。这项研究证实了信噪比随着场强的增加而呈超线性增长。与大多数采用较大线圈尺寸的人体测量相比,主要用于动物研究的较小表面线圈的线圈噪声更大,因此在高场强下的信噪比表现也不同。
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引用次数: 0
Free-breathing high-resolution respiratory-gated radial stack-of-stars magnetic resonance imaging of the upper abdomen at 7 T. 在 7 T 下对上腹部进行自由呼吸高分辨率呼吸门控径向星形叠加磁共振成像。
IF 2.7 4区 医学 Q2 BIOPHYSICS Pub Date : 2024-10-01 Epub Date: 2024-05-22 DOI: 10.1002/nbm.5180
Ivo T Maatman, Jenni Schulz, Sjoerd Ypma, Kai Tobias Block, Sebastian Schmitter, John J Hermans, Ewoud J Smit, Marnix C Maas, Tom W J Scheenen

Ultrahigh field magnetic resonance imaging (MRI) (≥ 7 T) has the potential to provide superior spatial resolution and unique image contrast. Apart from radiofrequency transmit inhomogeneities in the body at this field strength, imaging of the upper abdomen faces additional challenges associated with motion-induced ghosting artifacts. To address these challenges, the goal of this work was to develop a technique for high-resolution free-breathing upper abdominal MRI at 7 T with a large field of view. Free-breathing 3D gradient-recalled echo (GRE) water-excited radial stack-of-stars data were acquired in seven healthy volunteers (five males/two females, body mass index: 19.6-24.8 kg/m2) at 7 T using an eight-channel transceive array coil. Two volunteers were also examined at 3 T. In each volunteer, the liver and kidney regions were scanned in two separate acquisitions. To homogenize signal excitation, the time-interleaved acquisition of modes (TIAMO) method was used with personalized pairs of B1 shims, based on a 23-s Cartesian fast low angle shot (FLASH) acquisition. Utilizing free-induction decay navigator signals, respiratory-gated images were reconstructed at a spatial resolution of 0.8 × 0.8 × 1.0 mm3. Two experienced radiologists rated the image quality and the impact of B1 inhomogeneity and motion-related artifacts on multipoint scales. The images of all volunteers showcased effective water excitation and were accurately corrected for respiratory motion. The impact of B1 inhomogeneity on image quality was minimal, underscoring the efficacy of the multitransmit TIAMO shim. The high spatial resolution allowed excellent depiction of small structures such as the adrenal glands, the proximal ureter, the diaphragm, and small blood vessels, although some streaking artifacts persisted in liver image data. In direct comparisons with 3 T performed for two volunteers, 7-T acquisitions demonstrated increases in signal-to-noise ratio of 77% and 58%. Overall, this work demonstrates the feasibility of free-breathing MRI in the upper abdomen at submillimeter spatial resolution at a magnetic field strength of 7 T.

超高场磁共振成像(MRI)(≥ 7 T)可提供卓越的空间分辨率和独特的图像对比度。在这种磁场强度下,除了体内射频传输不均匀性之外,上腹部成像还面临着与运动引起的鬼影伪影相关的额外挑战。为了应对这些挑战,这项工作的目标是开发一种在 7 T 大视野下进行高分辨率自由呼吸上腹部磁共振成像的技术。使用八通道收发阵列线圈在 7 T 下采集了七名健康志愿者(五名男性/两名女性,体重指数:19.6-24.8 kg/m2)的自由呼吸三维梯度回波(GRE)水激发径向星形叠加数据。两名志愿者也在 3 T 下接受了检查。对每名志愿者的肝脏和肾脏区域分别进行了两次扫描。为了使信号激发均匀化,在 23 秒笛卡尔快速低角度扫描(FLASH)采集的基础上,使用了时间交错模式采集(TIAMO)方法和个性化的 B1 垫片对。利用自由感应衰减导航器信号,以 0.8 × 0.8 × 1.0 mm3 的空间分辨率重建了呼吸门控图像。两名经验丰富的放射科医生对图像质量以及 B1 不均匀性和运动相关伪影的影响进行了多点评分。所有志愿者的图像都显示了有效的水激发,并对呼吸运动进行了准确校正。B1 不均匀性对图像质量的影响微乎其微,凸显了多发射 TIAMO 垫片的功效。虽然肝脏图像数据中仍存在一些条纹状伪影,但高空间分辨率能很好地描绘肾上腺、输尿管近端、膈肌和小血管等小结构。在对两名志愿者进行的 3 T 采集与 7 T 采集的直接比较中,信噪比分别提高了 77% 和 58%。总之,这项工作证明了在 7 T 磁场强度下,以亚毫米空间分辨率进行上腹部自由呼吸磁共振成像的可行性。
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引用次数: 0
Navigator-based motion compensation for liver BOLD measurement with five-echo SAGE EPI and breath-hold task. 利用五次回波 SAGE EPI 和屏气任务进行肝脏 BOLD 测量时基于导航仪的运动补偿。
IF 2.7 4区 医学 Q2 BIOPHYSICS Pub Date : 2024-10-01 Epub Date: 2024-05-24 DOI: 10.1002/nbm.5173
Ke Zhang, Simon M F Triphan, Mark O Wielpütz, Christian H Ziener, Mark E Ladd, Heinz-Peter Schlemmer, Hans-Ulrich Kauczor, Oliver Sedlaczek, Felix T Kurz

Purpose: The purpose of this work is to apply multi-echo spin- and gradient-echo (SAGE) echo-planar imaging (EPI) combined with a navigator-based (NAV) prospective motion compensation method for a quantitative liver blood oxygen level dependent (BOLD) measurement with a breath-hold (BH) task.

Methods: A five-echo SAGE sequence was developed to quantitatively measure T2 and T2* to depict function with sufficient signal-to-noise ratio, spatial resolution and sensitivity to BOLD changes induced by the BH task. To account for respiratory motion, a navigator was employed in the form of a single gradient-echo projection readout, located at the diaphragm along the inferior-superior direction. Prior to each transverse imaging slice of the spin-echo EPI-based readouts, navigator acquisition and fat suppression were incorporated. Motion data was obtained from the navigator and transmitted back to the sequence, allowing real-time adjustments to slice positioning. Six healthy volunteers and three patients with liver carcinoma were included in this study. Quantitative T2 and T2* were calculated at each time point of the BH task. Parameters of t value from first-level analysis using a general linear model and hepatovascular reactivity (HVR) of Echo1, T2 and T2* were calculated.

Results: The motion caused by respiratory activity was successfully compensated using the navigator signal. The average changes of T2 and T2* during breath-hold were about 1% and 0.7%, respectively. With the help of NAV prospective motion compensation whole liver t values could be obtained without motion artifacts. The quantified liver T2 (34.7 ± 0.7 ms) and T2* (29 ± 1.2 ms) values agreed with values from literature. In healthy volunteers, the distribution of statistical t value and HVR was homogeneous throughout the whole liver. In patients with liver carcinoma, the distribution of t value and HVR was inhomogeneous due to metastases or therapy.

Conclusions: This study demonstrates the feasibility of using a NAV prospective motion compensation technique in conjunction with five-echo SAGE EPI for the quantitative measurement of liver BOLD with a BH task.

目的:这项工作的目的是应用多回波自旋和梯度回波(SAGE)回声平面成像(EPI),结合基于导航仪的前瞻性运动补偿方法,在屏气(BH)任务下进行肝脏血氧水平依赖性(BOLD)定量测量:方法:开发了一种五次回波 SAGE 序列,用于定量测量 T2 和 T2*,以充分的信噪比、空间分辨率和对 BH 任务引起的 BOLD 变化的灵敏度来描述功能。为了考虑呼吸运动,采用了一个导航仪,其形式为单个梯度回波投影读出,位于膈肌沿下-上方向。在基于自旋回波 EPI 的读数的每个横向成像切片之前,都进行了导航仪采集和脂肪抑制。从导航仪获取运动数据并传回序列,以便实时调整切片定位。这项研究包括六名健康志愿者和三名肝癌患者。在 BH 任务的每个时间点计算定量 T2 和 T2*。通过使用一般线性模型进行一级分析,计算出 t 值参数以及 Echo1、T2 和 T2* 的肝血管反应性(HVR):结果:利用导航仪信号成功补偿了呼吸活动引起的运动。屏气期间 T2 和 T2* 的平均变化分别约为 1%和 0.7%。在导航仪前瞻性运动补偿的帮助下,可获得无运动伪影的全肝T值。量化的肝脏 T2(34.7 ± 0.7 毫秒)和 T2* (29 ± 1.2 毫秒)值与文献值一致。在健康志愿者中,统计 t 值和 HVR 在整个肝脏的分布是均匀的。在肝癌患者中,t值和HVR的分布因转移或治疗而不均匀:本研究证明了将 NAV 前瞻性运动补偿技术与五次回波 SAGE EPI 结合使用以 BH 任务定量测量肝脏 BOLD 的可行性。
{"title":"Navigator-based motion compensation for liver BOLD measurement with five-echo SAGE EPI and breath-hold task.","authors":"Ke Zhang, Simon M F Triphan, Mark O Wielpütz, Christian H Ziener, Mark E Ladd, Heinz-Peter Schlemmer, Hans-Ulrich Kauczor, Oliver Sedlaczek, Felix T Kurz","doi":"10.1002/nbm.5173","DOIUrl":"10.1002/nbm.5173","url":null,"abstract":"<p><strong>Purpose: </strong>The purpose of this work is to apply multi-echo spin- and gradient-echo (SAGE) echo-planar imaging (EPI) combined with a navigator-based (NAV) prospective motion compensation method for a quantitative liver blood oxygen level dependent (BOLD) measurement with a breath-hold (BH) task.</p><p><strong>Methods: </strong>A five-echo SAGE sequence was developed to quantitatively measure T<sub>2</sub> and T<sub>2</sub>* to depict function with sufficient signal-to-noise ratio, spatial resolution and sensitivity to BOLD changes induced by the BH task. To account for respiratory motion, a navigator was employed in the form of a single gradient-echo projection readout, located at the diaphragm along the inferior-superior direction. Prior to each transverse imaging slice of the spin-echo EPI-based readouts, navigator acquisition and fat suppression were incorporated. Motion data was obtained from the navigator and transmitted back to the sequence, allowing real-time adjustments to slice positioning. Six healthy volunteers and three patients with liver carcinoma were included in this study. Quantitative T<sub>2</sub> and T<sub>2</sub>* were calculated at each time point of the BH task. Parameters of t value from first-level analysis using a general linear model and hepatovascular reactivity (HVR) of Echo1, T<sub>2</sub> and T<sub>2</sub>* were calculated.</p><p><strong>Results: </strong>The motion caused by respiratory activity was successfully compensated using the navigator signal. The average changes of T<sub>2</sub> and T<sub>2</sub>* during breath-hold were about 1% and 0.7%, respectively. With the help of NAV prospective motion compensation whole liver t values could be obtained without motion artifacts. The quantified liver T<sub>2</sub> (34.7 ± 0.7 ms) and T<sub>2</sub>* (29 ± 1.2 ms) values agreed with values from literature. In healthy volunteers, the distribution of statistical t value and HVR was homogeneous throughout the whole liver. In patients with liver carcinoma, the distribution of t value and HVR was inhomogeneous due to metastases or therapy.</p><p><strong>Conclusions: </strong>This study demonstrates the feasibility of using a NAV prospective motion compensation technique in conjunction with five-echo SAGE EPI for the quantitative measurement of liver BOLD with a BH task.</p>","PeriodicalId":19309,"journal":{"name":"NMR in Biomedicine","volume":" ","pages":"e5173"},"PeriodicalIF":2.7,"publicationDate":"2024-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141087897","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Quantitative muscle magnetic resonance imaging in limb-girdle muscular dystrophy type R1 (LGMDR1): A prospective longitudinal cohort study. 肢腰肌营养不良症 R1 型(LGMDR1)的定量肌肉磁共振成像:前瞻性纵向队列研究。
IF 2.7 4区 医学 Q2 BIOPHYSICS Pub Date : 2024-10-01 Epub Date: 2024-05-25 DOI: 10.1002/nbm.5172
Johannes Forsting, Marian Wächter, Martijn Froeling, Marlena Rohm, Anne-Katrin Güttsches, Alice De Lorenzo, Nicolina Südkamp, Abdulhadi Kocabas, Matthias Vorgerd, Elena Enax-Krumova, Robert Rehmann, Lara Schlaffke

Limb-girdle muscular dystrophy (LGMD) type R1 (LGMDR1) is the most common subtype of LGMD in Europe. Prospective longitudinal data, including clinical assessments and new biomarkers such as quantitative magnetic resonance imaging (qMRI), are needed to evaluate the natural course of the disease and therapeutic options. We evaluated eight thigh and seven leg muscles of 13 LGMDR1 patients (seven females, mean age 36.7 years, body mass index 23.9 kg/m2) and 13 healthy age- and gender-matched controls in a prospective longitudinal design over 1 year. Clinical assessment included testing for muscle strength with quick motor function measure (QMFM), gait analysis and patient questionnaires (neuromuscular symptom score, activity limitation [ACTIVLIM]). MRI scans were performed on a 3-T MRI scanner, including a Dixon-based sequence, T2 mapping and diffusion tensor imaging. The qMRI values of fat fraction (FF), water T2 relaxation time (T2), fractional anisotropy, mean diffusivity, axial diffusivity and radial diffusivity were analysed. Within the clinical outcome measures, significant deterioration between baseline and follow-up was found for ACTIVLIM (p = 0.029), QMFM (p = 0.012). Analysis of qMRI parameters of the patient group revealed differences between time points for both FF and T2 when analysing all muscles (FF: p < 0.001; T2: p = 0.016). The highest increase of fat replacement was found in muscles with an FF of between 10% and 50% at baseline. T2 in muscles with low-fat replacement increased significantly. No significant differences were found for the diffusion metrics. Significant correlations between qMRI metrics and clinical assessments were found at baseline and follow-up, while only T2 changes in thigh muscles correlated with changes in ACTIVLIM over time (ρ = -0.621, p < 0.05). Clinical assessments can show deterioration of the general condition of LGMDR1 patients. qMRI measures can give additional information about underlying pathophysiology. Further research is needed to establish qMRI outcome measures for clinical trials.

肢腰肌营养不良症(LGMD)R1 型(LGMDR1)是欧洲最常见的 LGMD 亚型。我们需要前瞻性的纵向数据,包括临床评估和新的生物标志物,如定量磁共振成像(qMRI),以评估该疾病的自然病程和治疗方案。我们采用前瞻性纵向设计,对 13 名 LGMDR1 患者(7 名女性,平均年龄 36.7 岁,体重指数 23.9 kg/m2)和 13 名年龄和性别匹配的健康对照者的八块大腿肌肉和七块腿部肌肉进行了为期一年的评估。临床评估包括快速运动功能测试(QMFM)、步态分析和患者问卷(神经肌肉症状评分、活动受限[ACTIVLIM])。核磁共振成像扫描在 3 T 核磁共振成像扫描仪上进行,包括基于狄克逊序列、T2 映射和弥散张量成像。对脂肪分数(FF)、水 T2 松弛时间(T2)、分数各向异性、平均扩散率、轴向扩散率和径向扩散率的 qMRI 值进行了分析。在临床结果指标中,发现 ACTIVLIM(p = 0.029)和 QMFM(p = 0.012)在基线和随访之间有明显恶化。对患者组的 qMRI 参数进行分析后发现,在对所有肌肉进行分析时,FF 和 T2 在不同时间点之间存在差异(FF:p = 0.029,T2:p = 0.012)。
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引用次数: 0
Positional contrastive learning for improved thigh muscle segmentation in MR images. 位置对比学习改进了磁共振图像中的大腿肌肉分割。
IF 2.7 4区 医学 Q2 BIOPHYSICS Pub Date : 2024-10-01 Epub Date: 2024-06-01 DOI: 10.1002/nbm.5197
Nicola Casali, Elisa Scalco, Maria Giovanna Taccogna, Fulvio Lauretani, Simone Porcelli, Andrea Ciuni, Alfonso Mastropietro, Giovanna Rizzo

The accurate segmentation of individual muscles is essential for quantitative MRI analysis of thigh images. Deep learning methods have achieved state-of-the-art results in segmentation, but they require large numbers of labeled data to perform well. However, labeling individual thigh muscles slice by slice for numerous volumes is a laborious and time-consuming task, which limits the availability of annotated datasets. To address this challenge, self-supervised learning (SSL) emerges as a promising technique to enhance model performance by pretraining the model on unlabeled data. A recent approach, called positional contrastive learning, exploits the information given by the axial position of the slices to learn features transferable on the segmentation task. The aim of this work was to propose positional contrastive SSL for the segmentation of individual thigh muscles from MRI acquisitions in a population of elderly healthy subjects and to evaluate it on different levels of limited annotated data. An unlabeled dataset of 72 T1w MRI thigh acquisitions was available for SSL pretraining, while a labeled dataset of 52 volumes was employed for the final segmentation task, split into training and test sets. The effectiveness of SSL pretraining to fine-tune a U-Net architecture for thigh muscle segmentation was compared with that of a randomly initialized model (RND), considering an increasing number of annotated volumes (S = 1, 2, 5, 10, 20, 30, 40). Our results demonstrated that SSL yields substantial improvements in Dice similarity coefficient (DSC) when using a very limited number of labeled volumes (e.g., for S  = 1, DSC 0.631 versus 0.530 for SSL and RND, respectively). Moreover, enhancements are achievable even when utilizing the full number of labeled subjects, with DSC = 0.927 for SSL and 0.924 for RND. In conclusion, positional contrastive SSL was effective in obtaining more accurate thigh muscle segmentation, even with a very low number of labeled data, with a potential impact of speeding up the annotation process in clinics.

要对大腿图像进行磁共振成像定量分析,就必须准确分割单块肌肉。深度学习方法在分割方面取得了最先进的成果,但它们需要大量的标记数据才能表现出色。然而,对大量的大腿肌肉进行逐片标注是一项费力费时的工作,这限制了标注数据集的可用性。为了应对这一挑战,自监督学习(SSL)成为一种很有前途的技术,它通过在未标注数据上对模型进行预训练来提高模型性能。最近一种名为位置对比学习(positional contrastive learning)的方法利用切片轴向位置所提供的信息来学习可在分割任务中转移的特征。这项工作的目的是提出位置对比 SSL,用于从老年健康受试者的核磁共振成像采集数据中分割单个大腿肌肉,并在不同级别的有限注释数据上对其进行评估。由 72 个 T1w 核磁共振成像大腿采集数据组成的无标注数据集可用于 SSL 预训练,而由 52 个容积组成的标注数据集可用于最终分割任务,分为训练集和测试集。我们比较了 SSL 预训练与随机初始化模型 (RND) 在微调大腿肌肉分割 U-Net 架构方面的效果,并考虑了不断增加的标注体量(S = 1、2、5、10、20、30、40)。结果表明,当使用非常有限的标注容量时,SSL 能大幅提高 Dice 相似系数(DSC)(例如,当 S$ S$ = 1 时,SSL 和 RND 的 DSC 分别为 0.631 和 0.530)。此外,即使使用全部标注对象,也能实现增强效果,SSL 的 DSC = 0.927,RND 的 DSC = 0.924。总之,位置对比 SSL 能有效地获得更准确的大腿肌肉分割,即使标记数据的数量很少,也能加快临床标注过程。
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引用次数: 0
Ultrahigh field diffusion magnetic resonance imaging uncovers intriguing microstructural changes in the adult zebrafish brain caused by Toll-like receptor 2 genomic deletion. 超高场扩散磁共振成像揭示了 Toll 样受体 2 基因组缺失导致的成年斑马鱼大脑微观结构的有趣变化。
IF 2.7 4区 医学 Q2 BIOPHYSICS Pub Date : 2024-10-01 Epub Date: 2024-05-14 DOI: 10.1002/nbm.5170
Rico Singer, Ina Oganezova, Wanbin Hu, Li Liu, Yi Ding, Huub J M de Groot, Herman P Spaink, A Alia

Toll-like receptor 2 (TLR2) belongs to the TLR protein family that plays an important role in the immune and inflammation response system. While TLR2 is predominantly expressed in immune cells, its expression has also been detected in the brain, specifically in microglia and astrocytes. Recent studies indicate that genomic deletion of TLR2 can result in impaired neurobehavioural function. It is currently not clear if the genomic deletion of TLR2 leads to any alterations in the microstructural features of the brain. In the current study, we noninvasively assess microstructural changes in the brain of TLR2-deficient (tlr2-/-) zebrafish using state-of-the art magnetic resonance imaging (MRI) methods at ultrahigh magnetic field strength (17.6 T). A significant increase in cortical thickness and an overall trend towards increased brain volumes were observed in young tlr2-/- zebrafish. An elevated T2 relaxation time and significantly reduced apparent diffusion coefficient (ADC) unveil brain-wide microstructural alterations, potentially indicative of cytotoxic oedema and astrogliosis in the tlr2-/- zebrafish. Multicomponent analysis of the ADC diffusivity signal by the phasor approach shows an increase in the slow ADC component associated with restricted diffusion. Diffusion tensor imaging and diffusion kurtosis imaging analysis revealed diminished diffusivity and enhanced kurtosis in various white matter tracks in tlr2-/- compared with control zebrafish, identifying the microstructural underpinnings associated with compromised white matter integrity and axonal degeneration. Taken together, our findings demonstrate that the genomic deletion of TLR2 results in severe alterations to the microstructural features of the zebrafish brain. This study also highlights the potential of ultrahigh field diffusion MRI techniques in discerning exceptionally fine microstructural details within the small zebrafish brain, offering potential for investigating microstructural changes in zebrafish models of various brain diseases.

Toll 样受体 2(TLR2)属于 TLR 蛋白家族,在免疫和炎症反应系统中发挥着重要作用。虽然 TLR2 主要在免疫细胞中表达,但在大脑中也检测到它的表达,特别是在小胶质细胞和星形胶质细胞中。最近的研究表明,TLR2 基因组缺失会导致神经行为功能受损。目前尚不清楚 TLR2 基因组缺失是否会导致大脑微观结构特征的改变。在目前的研究中,我们采用最先进的磁共振成像(MRI)方法,在超高磁场强度(17.6 T)下对TLR2缺陷(tlr2-/-)斑马鱼大脑的微观结构变化进行了无创评估。在幼年的 tlr2-/-斑马鱼身上观察到皮层厚度明显增加,脑容量总体呈上升趋势。T2弛豫时间的升高和表观扩散系数(ADC)的显著降低揭示了tlr2-/-斑马鱼全脑微观结构的改变,可能表明了细胞毒性水肿和星形胶质细胞增多。通过相位法对 ADC 扩散信号进行多分量分析表明,ADC 慢分量的增加与扩散受限有关。扩散张量成像和扩散峰度成像分析显示,与对照组斑马鱼相比,tlr2-/-斑马鱼不同白质轨道的扩散性减弱,峰度增强,从而确定了与白质完整性受损和轴突变性相关的微观结构基础。综上所述,我们的研究结果表明,TLR2 基因组缺失会导致斑马鱼大脑微结构特征发生严重改变。这项研究还凸显了超高场弥散核磁共振成像技术在辨别小型斑马鱼脑内异常精细的微观结构细节方面的潜力,为研究各种脑部疾病的斑马鱼模型的微观结构变化提供了可能。
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引用次数: 0
Real-time quantification of in vivo cerebrospinal fluid velocity using the functional magnetic resonance imaging inflow effect. 利用功能磁共振成像流入效应实时量化体内脑脊液速度。
IF 2.7 4区 医学 Q2 BIOPHYSICS Pub Date : 2024-10-01 Epub Date: 2024-06-16 DOI: 10.1002/nbm.5200
Tyler C Diorio, Vidhya Vijayakrishnan Nair, Neal M Patel, Lauren E Hedges, Vitaliy L Rayz, Yunjie Tong

In vivo estimation of cerebrospinal fluid (CSF) velocity is crucial for understanding the glymphatic system and its potential role in neurodegenerative disorders such as Alzheimer's disease and Parkinson's disease. Current cardiac or respiratory-gated approaches, such as 4D flow magnetic resonance imaging (MRI), cannot capture CSF movement in real time because of limited temporal resolution and, in addition, deteriorate in accuracy at low fluid velocities. Other techniques like real-time phase-contrast-MRI or time-spatial labeling inversion pulse are not limited by temporal averaging but have limited availability, even in research settings. This study aims to quantify the inflow effect of dynamic CSF motion on functional MRI (fMRI) for in vivo, real-time measurement of CSF flow velocity. We considered linear and nonlinear models of velocity waveforms and empirically fit them to fMRI data from a controlled flow experiment. To assess the utility of this methodology in human data, CSF flow velocities were computed from fMRI data acquired in eight healthy volunteers. Breath-holding regimens were used to amplify CSF flow oscillations. Our experimental flow study revealed that CSF velocity is nonlinearly related to inflow effect-mediated signal increase and well estimated using an extension of a previous nonlinear framework. Using this relationship, we recovered velocity from in vivo fMRI signal, demonstrating the potential of our approach for estimating CSF flow velocity in the human brain. This novel method could serve as an alternative approach to quantifying slow flow velocities in real time, such as CSF flow in the ventricular system, thereby providing valuable insights into the glymphatic system's function and its implications for neurological disorders.

脑脊液(CSF)速度的活体估算对于了解淋巴系统及其在阿尔茨海默病和帕金森病等神经退行性疾病中的潜在作用至关重要。目前的心脏或呼吸门控方法,如四维血流磁共振成像 (MRI),由于时间分辨率有限,无法实时捕捉 CSF 运动,此外,在流体速度较低时准确性也会下降。其他技术,如实时相位-对比-磁共振成像或时空标记反转脉冲,不受时间平均的限制,但可用性有限,即使在研究环境中也是如此。本研究旨在量化动态 CSF 运动对功能磁共振成像(fMRI)的流入效应,以在体内实时测量 CSF 流速。我们考虑了速度波形的线性和非线性模型,并根据经验将它们与来自受控流动实验的 fMRI 数据进行了拟合。为了评估这种方法在人体数据中的实用性,我们从八名健康志愿者获得的 fMRI 数据中计算了 CSF 流速。实验中使用了屏气方案来放大脑脊液流动振荡。我们的实验性血流研究表明,脑脊液流速与流入效应介导的信号增加呈非线性关系,并可通过扩展以前的非线性框架进行估算。利用这种关系,我们从体内 fMRI 信号中恢复了速度,证明了我们的方法在估计人脑 CSF 流速方面的潜力。这种新方法可以作为一种替代方法来实时量化缓慢的流速,如脑室系统中的 CSF 流,从而为了解甘液系统的功能及其对神经系统疾病的影响提供有价值的见解。
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引用次数: 0
Indirect 1H-[13C] MRS of the human brain at 7 T using a 13C-birdcage coil and eight transmit-receive 1H-dipole antennas with a 32-channel 1H-receive array. 使用 13C 鸟笼线圈和八个发射接收 1H 双极子天线以及一个 32 通道 1H 接收阵列,在 7 T 下对人脑进行间接 1H-[13C] MRS 分析。
IF 2.7 4区 医学 Q2 BIOPHYSICS Pub Date : 2024-10-01 Epub Date: 2024-06-06 DOI: 10.1002/nbm.5195
Sarah M Jacobs, Jeanine J Prompers, Wybe J M van der Kemp, Tijl A van der Velden, Mark Gosselink, Ettore Flavio Meliadò, Hans M Hoogduin, Graeme F Mason, Robin A de Graaf, Corin O Miller, Gerard M Bredael, Anja G van der Kolk, Cezar Alborahal, Dennis W J Klomp, Evita C Wiegers

The neuronal tricarboxylic acid and glutamate/glutamine (Glu/Gln) cycles play important roles in brain function. These processes can be measured in vivo using dynamic 1H-[13C] MRS during administration of 13C-labeled glucose. Proton-observed carbon-edited (POCE) MRS enhances the signal-to-noise ratio (SNR) compared with direct 13C-MRS. Ultra-high field further boosts the SNR and increases spectral dispersion; however, even at 7 T, Glu and Gln 1H-resonances may overlap. Further gain can be obtained with selective POCE (selPOCE). Our aim was to create a setup for indirect dynamic 1H-[13C] MRS in the human brain at 7 T. A home-built non-shielded transmit-receive 13C-birdcage head coil with eight transmit-receive 1H-dipole antennas was used together with a 32-channel 1H-receive array. Electromagnetic simulations were carried out to ensure that acquisitions remained within local and global head SAR limits. POCE-MRS was performed using slice-selective excitation with semi-localization by adiabatic selective refocusing (sLASER) and stimulated echo acquisition mode (STEAM) localization, and selPOCE-MRS using STEAM. Sequences were tested in a phantom containing non-enriched Glu and Gln, and in three healthy volunteers during uniformly labeled 13C-glucose infusions. In one subject the voxel position was alternated between bi-frontal and bi-occipital placement within one session. [4-13C]Glu-H4 and [4-13C]Gln-H4 signals could be separately detected using both STEAM-POCE and STEAM-selPOCE in the phantom. In vivo, [4,5-13C]Glx could be detected using both sLASER-POCE and STEAM-POCE, with similar sensitivities, but [4,5-13C]Glu and [4,5-13C]Gln signals could not be completely resolved. STEAM-POCE was alternately performed bi-frontal and bi-occipital within a single session without repositioning of the subject, yielding similar results. With STEAM-selPOCE, [4,5-13C]Glu and [4,5-13C]Gln could be clearly separated. We have shown that with our setup indirect dynamic 1H-[13C] MRS at 7 T is feasible in different locations in the brain within one session, and by using STEAM-selPOCE it is possible to separate Glu from Gln in vivo while obtaining high quality spectra.

神经元的三羧酸和谷氨酸/谷氨酰胺(Glu/Gln)循环在大脑功能中发挥着重要作用。在体内服用 13C 标记的葡萄糖时,可使用动态 1H-[13C] MRS 测量这些过程。与直接 13C-MRS 相比,质子观测碳编辑(POCE)MRS 提高了信噪比(SNR)。超高磁场进一步提高了信噪比并增加了频谱弥散;然而,即使在 7 T 时,Glu 和 Gln 的 1H 共振也可能重叠。选择性 POCE(seelPOCE)可进一步提高信噪比。我们的目标是在 7 T 下建立一个人脑间接动态 1H-[13C] MRS 装置。我们使用了一个自制的非屏蔽发射接收 13C 鸟笼头线圈和一个 32 通道 1H 接收阵列,该线圈带有 8 个发射接收 1H 的偶极子天线。进行了电磁模拟,以确保采集不超出局部和整体头部 SAR 限制。POCE-MRS 采用切片选择性激发,通过绝热选择性再聚焦(sLASER)和刺激回波采集模式(STEAM)进行半定位,并采用 STEAM 进行 selPOCE-MRS。在一个含有非富集 Glu 和 Gln 的模型中,以及在三名健康志愿者均匀标记的 13C 葡萄糖输注过程中,对序列进行了测试。其中一名受试者的体素位置在一个疗程内交替置于双额叶和双枕叶。在模型中使用 STEAM-POCE 和 STEAM-selPOCE 可分别检测到[4-13C]Glu-H4 和[4-13C]Gln-H4 信号。在体内,使用 sLASER-POCE 和 STEAM-POCE 可以检测到[4,5-13C]Glx,灵敏度相似,但[4,5-13C]Glu 和[4,5-13C]Gln 信号无法完全分辨。在一次治疗中交替进行双额叶和双枕叶 STEAM-POCE,无需调整受试者的位置,结果相似。通过 STEAM-selPOCE,[4,5-13C]Glu 和 [4,5-13C]Gln 可以被清楚地分离出来。我们的研究结果表明,利用我们的装置,可以在一次治疗过程中在大脑的不同位置进行 7 T 的间接动态 1H-[13C] MRS 分析,而且通过 STEAM-selPOCE 可以在体内分离 Glu 和 Gln,同时获得高质量的光谱。
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引用次数: 0
Deep-learning-based motion correction using multichannel MRI data: a study using simulated artifacts in the fastMRI dataset. 使用多通道磁共振成像数据进行基于深度学习的运动校正:使用 fastMRI 数据集中的模拟伪影进行的研究。
IF 2.7 4区 医学 Q2 BIOPHYSICS Pub Date : 2024-10-01 Epub Date: 2024-05-29 DOI: 10.1002/nbm.5179
Miriam Hewlett, Ivailo Petrov, Patricia M Johnson, Maria Drangova

Deep learning presents a generalizable solution for motion correction requiring no pulse sequence modifications or additional hardware, but previous networks have all been applied to coil-combined data. Multichannel MRI data provide a degree of spatial encoding that may be useful for motion correction. We hypothesize that incorporating deep learning for motion correction prior to coil combination will improve results. A conditional generative adversarial network was trained using simulated rigid motion artifacts in brain images acquired at multiple sites with multiple contrasts (not limited to healthy subjects). We compared the performance of deep-learning-based motion correction on individual channel images (single-channel model) with that performed after coil combination (channel-combined model). We also investigate simultaneous motion correction of all channel data from an image volume (multichannel model). The single-channel model significantly (p < 0.0001) improved mean absolute error, with an average 50.9% improvement compared with the uncorrected images. This was significantly (p < 0.0001) better than the 36.3% improvement achieved by the channel-combined model (conventional approach). The multichannel model provided no significant improvement in quantitative measures of image quality compared with the uncorrected images. Results were independent of the presence of pathology, and generalizable to a new center unseen during training. Performing motion correction on single-channel images prior to coil combination provided an improvement in performance compared with conventional deep-learning-based motion correction. Improved deep learning methods for retrospective correction of motion-affected MR images could reduce the need for repeat scans if applied in a clinical setting.

深度学习为运动校正提供了一种无需修改脉冲序列或额外硬件的通用解决方案,但以前的网络都是应用于线圈组合数据。多通道磁共振成像数据提供了一定程度的空间编码,可能对运动校正有用。我们假设,在线圈组合之前结合深度学习进行运动校正将改善结果。我们使用在多个部位获取的具有多种对比度(不限于健康受试者)的大脑图像中的模拟刚性运动伪影,训练了一个条件生成对抗网络。我们比较了基于深度学习的运动校正在单通道图像(单通道模型)和线圈组合(通道组合模型)后的表现。我们还研究了图像卷中所有通道数据的同步运动校正(多通道模型)。单通道模型明显(p
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引用次数: 0
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NMR in Biomedicine
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