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Improvement of MRS at ultra-high field using a wireless RF array. 利用无线射频阵列改进超高场 MRS。
IF 2.7 4区 医学
NMR in Biomedicine Pub Date : 2024-12-01 Epub Date: 2024-07-31 DOI: 10.1002/nbm.5224
Andrew Frankini, Gaurav Verma, Alan C Seifert, Bradley N Delman, Varun Subramaniam, Priti Balchandani, Akbar Alipour
{"title":"Improvement of MRS at ultra-high field using a wireless RF array.","authors":"Andrew Frankini, Gaurav Verma, Alan C Seifert, Bradley N Delman, Varun Subramaniam, Priti Balchandani, Akbar Alipour","doi":"10.1002/nbm.5224","DOIUrl":"10.1002/nbm.5224","url":null,"abstract":"<p><p>We aim to assess a straightforward technique to enhance spectral quality in the brain, particularly in the cerebellum, during 7 T MRI scans. This is achieved through a wireless RF array insert designed to mitigate signal dropouts caused by the limited transmit field efficiency in the inferior part of the brain. We recently developed a wireless RF array to improve MRI and <sup>1</sup>H-MRS at 7 T by augmenting signal via inductive coupling between the wireless RF array and the MRI coil. In vivo experiments on a Siemens 7 T whole-body human scanner with a Nova 1Tx/32Rx head coil quantified the impact of the dorsal cervical array in improving signal in the posterior fossa, including the cerebellum, where the transmit efficiency of the coil is inherently low. The <sup>1</sup>H-MRS experimental protocol consisted of paired acquisition of data sets, both with and without the RF array, using the semi-LASER and SASSI sequences. The overall results indicate that the localized <sup>1</sup>H-MRS is improved significantly in the presence of the array. Comparison of in vivo <sup>1</sup>H-MRS plots in the presence versus absence of the array demonstrated an average SNR enhancement of a factor of 2.2. LCModel analysis reported reduced Cramér-Rao lower bounds, indicating more confident fits. This wireless RF array can significantly increase detection sensitivity. It may reduce the RF transmission power and data acquisition time for <sup>1</sup>H-MRS and MRI applications, specifically at 7 T, where <sup>1</sup>H-MRS requires a high-power RF pulse. The array could provide a cost-effective and efficient solution to improve detection sensitivity for human <sup>1</sup>H-MRS and MRI in the regions with lower transmit efficiency.</p>","PeriodicalId":19309,"journal":{"name":"NMR in Biomedicine","volume":" ","pages":"e5224"},"PeriodicalIF":2.7,"publicationDate":"2024-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141856103","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
Synthesis of higher-B0 CEST Z-spectra from lower-B0 data via deep learning and singular value decomposition. 通过深度学习和奇异值分解,从低 B0 数据合成高 B0 CEST Z 光谱。
IF 2.7 4区 医学
NMR in Biomedicine Pub Date : 2024-12-01 Epub Date: 2024-08-07 DOI: 10.1002/nbm.5221
Mengdi Yan, Chongxue Bie, Wentao Jia, Chuyu Liu, Xiaowei He, Xiaolei Song
{"title":"Synthesis of higher-B<sub>0</sub> CEST Z-spectra from lower-B<sub>0</sub> data via deep learning and singular value decomposition.","authors":"Mengdi Yan, Chongxue Bie, Wentao Jia, Chuyu Liu, Xiaowei He, Xiaolei Song","doi":"10.1002/nbm.5221","DOIUrl":"10.1002/nbm.5221","url":null,"abstract":"<p><p>Chemical exchange saturation transfer (CEST) MRI at 3 T suffers from low specificity due to overlapping CEST effects from multiple metabolites, while higher field strengths (B<sub>0</sub>) allow for better separation of Z-spectral \"peaks,\" aiding signal interpretation and quantification. However, data acquisition at higher B<sub>0</sub> is restricted by equipment access, field inhomogeneity and safety issues. Herein, we aim to synthesize higher-B<sub>0</sub> Z-spectra from readily available data acquired with 3 T clinical scanners using a deep learning framework. Trained with simulation data using models based on Bloch-McConnell equations, this framework comprised two deep neural networks (DNNs) and a singular value decomposition (SVD) module. The first DNN identified B<sub>0</sub> shifts in Z-spectra and aligned them to correct frequencies. After B<sub>0</sub> correction, the lower-B<sub>0</sub> Z-spectra were streamlined to the second DNN, casting into the key feature representations of higher-B<sub>0</sub> Z-spectra, obtained through SVD truncation. Finally, the complete higher-B<sub>0</sub> Z-spectra were recovered from inverse SVD, given the low-rank property of Z-spectra. This study constructed and validated two models, a phosphocreatine (PCr) model and a pseudo-in-vivo one. Each experimental dataset, including PCr phantoms, egg white phantoms, and in vivo rat brains, was sequentially acquired on a 3 T human and a 9.4 T animal scanner. Results demonstrated that the synthetic 9.4 T Z-spectra were almost identical to the experimental ground truth, showing low RMSE (0.11% ± 0.0013% for seven PCr tubes, 1.8% ± 0.2% for three egg white tubes, and 0.79% ± 0.54% for three rat slices) and high R<sup>2</sup> (>0.99). The synthesized amide and NOE contrast maps, calculated using the Lorentzian difference, were also well matched with the experiments. Additionally, the synthesis model exhibited robustness to B<sub>0</sub> inhomogeneities, noise, and other acquisition imperfections. In conclusion, the proposed framework enables synthesis of higher-B<sub>0</sub> Z-spectra from lower-B<sub>0</sub> ones, which may facilitate CEST MRI quantification and applications.</p>","PeriodicalId":19309,"journal":{"name":"NMR in Biomedicine","volume":" ","pages":"e5221"},"PeriodicalIF":2.7,"publicationDate":"2024-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141902439","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
Unfolding coil localized errors from an imperfect slice profile using a structured autocalibration matrix: An application to reduce outflow effects in cine bSSFP imaging. 利用结构化自动校准矩阵,从不完美的切片轮廓中展开线圈局部误差:应用于减少 cine bSSFP 成像中的外流效应。
IF 2.7 4区 医学
NMR in Biomedicine Pub Date : 2024-12-01 Epub Date: 2024-08-07 DOI: 10.1002/nbm.5223
Fadil Ali, Zhaohuan Zhang, Andres Saucedo, Ajin Joy, Vahid Ghodrati, Kim-Lien Nguyen, J Paul Finn, Mark Bydder
{"title":"Unfolding coil localized errors from an imperfect slice profile using a structured autocalibration matrix: An application to reduce outflow effects in cine bSSFP imaging.","authors":"Fadil Ali, Zhaohuan Zhang, Andres Saucedo, Ajin Joy, Vahid Ghodrati, Kim-Lien Nguyen, J Paul Finn, Mark Bydder","doi":"10.1002/nbm.5223","DOIUrl":"10.1002/nbm.5223","url":null,"abstract":"<p><strong>Purpose: </strong>Balanced steady-state free precession (bSSFP) imaging is susceptible to outflow effects where excited spins leaving the slice as part of the blood stream are misprojected back onto the imaging plane. Previous work proposed using slice-encoding steps to localize these outflow effects from corrupting the target slice, at the expense of prolonged scan time. This present study extends this idea by proposing a means of significantly reducing most of the outflowing signal from the imaged slice using a coil localization method that acquires a slice-encoded calibration scan in addition to the 2D data, without being nearly as time-demanding as our previous method. This coil localization method is titled UNfolding Coil Localized Errors from an imperfect slice profile using a Structured Autocalibration Matrix (UNCLE SAM).</p><p><strong>Methods: </strong>Retrospective and prospective evaluations were carried out. Both featured a 2D acquisition and a separate slice-encoded calibration of the center in-plane <math><mi>k</mi></math> -space lines across all desired slice-encoding steps.</p><p><strong>Results: </strong>Retrospective results featured a slice-by-slice comparison of the slice-encoded images with UNCLE SAM. UNCLE SAM's subtraction from the slice-encoded image was compared with a subtraction from the flow-corrupted 2D image, to demonstrate UNCLE SAM's capability to unfold outflowing spins. UNCLE SAM's comparison with slice encoding showed that UNCLE SAM was able to unfold up to 74% of what slice encoding achieved. Prospective results showed significant reduction in outflow effects with only a marginal increase in scan time from the 2D acquisition.</p><p><strong>Conclusions: </strong>We developed a method that effectively unfolds most outflowing spins from corrupting the target slice and does not require the explicit use of slice-encoding gradients. This development offers a method to reduce most outflow effects from the target slice within a clinically feasible scan duration compared with the fully sampled slice-encoding technique.</p>","PeriodicalId":19309,"journal":{"name":"NMR in Biomedicine","volume":" ","pages":"e5223"},"PeriodicalIF":2.7,"publicationDate":"2024-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141902503","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
Novel spin-lock time sampling strategies for improved reproducibility in quantitative T1ρ mapping. 新型自旋锁定时间取样策略提高了 T1ρ 定量绘图的可重复性。
IF 2.7 4区 医学
NMR in Biomedicine Pub Date : 2024-12-01 Epub Date: 2024-08-17 DOI: 10.1002/nbm.5244
Sandeep Panwar Jogi, Qi Peng, Ramin Jafari, Ricardo Otazo, Can Wu
{"title":"Novel spin-lock time sampling strategies for improved reproducibility in quantitative T1ρ mapping.","authors":"Sandeep Panwar Jogi, Qi Peng, Ramin Jafari, Ricardo Otazo, Can Wu","doi":"10.1002/nbm.5244","DOIUrl":"10.1002/nbm.5244","url":null,"abstract":"<p><p>This study aimed to optimize the sampling of spin-lock times (TSLs) in quantitative T1ρ mapping for improved reproducibility. Two new TSL sampling schemes were proposed: (i) reproducibility-guided random sampling (RRS) and (ii) reproducibility-guided optimal sampling (ROS). They were compared to the existing linear sampling (LS) and precision-guided sampling (PS) schemes for T1ρ reproducibility through numerical simulations, phantom experiments, and volunteer studies. Each study evaluated the four sampling schemes with three commonly used T1ρ preparations based on composite and balanced spin-locking. Additionally, the phantom and volunteer studies investigated the impact of B<sub>0</sub> and B<sub>1</sub> field inhomogeneities on T1ρ reproducibility, respectively. The reproducibility was assessed using the coefficient of variation (CoV) by repeating the T1ρ measurements eight times for phantom experiments and five times for volunteer studies. Numerical simulations resulted in lower mean CoVs for the proposed RRS (1.74%) and ROS (0.68%) compared to LS (2.93%) and PS (3.68%). In the phantom study, the mean CoVs were also lower for RRS (2.7%) and ROS (2.6%) compared to LS (4.1%) and PS (3.1%). Furthermore, the mean CoVs of the proposed RRS and ROS were statistically lower (P < 0.001) compared to existing LS and PS schemes at a B<sub>1</sub> offset of 20%. In the volunteer study, consistently lower mean CoVs were observed in bilateral thigh muscles for RRS (9.3%) and ROS (9.2%) compared to LS (10.9%) and PS (10.2%), and the difference was more prominent at B<sub>0</sub> offsets higher than 50 Hz. The proposed sampling schemes improve the reproducibility of quantitative T1ρ mapping by optimizing the selection of TSLs. This improvement is especially beneficial for longitudinal studies that track and monitor disease progression and treatment response.</p>","PeriodicalId":19309,"journal":{"name":"NMR in Biomedicine","volume":" ","pages":"e5244"},"PeriodicalIF":2.7,"publicationDate":"2024-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141996159","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
Free-breathing time-resolved 4D MRI with improved T1-weighting contrast. 改进了 T1 加权对比度的自由呼吸时间分辨 4D MRI。
IF 2.7 4区 医学
NMR in Biomedicine Pub Date : 2024-12-01 Epub Date: 2024-08-26 DOI: 10.1002/nbm.5247
Jingjia Chen, Ding Xia, Chenchan Huang, Krishna Shanbhogue, Hersh Chandarana, Li Feng
{"title":"Free-breathing time-resolved 4D MRI with improved T1-weighting contrast.","authors":"Jingjia Chen, Ding Xia, Chenchan Huang, Krishna Shanbhogue, Hersh Chandarana, Li Feng","doi":"10.1002/nbm.5247","DOIUrl":"10.1002/nbm.5247","url":null,"abstract":"<p><p>This work proposes MP-Grasp4D (magnetization-prepared golden-angle radial sparse parallel 4D) MRI, a free-breathing, inversion recovery (IR)-prepared, time-resolved 4D MRI technique with improved T1-weighted contrast. MP-Grasp4D MRI acquisition incorporates IR preparation into a radial gradient echo sequence. MP-Grasp4D employs a golden-angle navi-stack-of-stars sampling scheme, where imaging data of rotating radial stacks and navigator stacks (acquired at a consistent rotation angle) are alternately acquired. The navigator stacks are used to estimate a temporal basis for low-rank subspace-constrained reconstruction. This allows for the simultaneous capture of both IR-induced contrast changes and respiratory motion. One temporal frame of the imaging volume in MP-Grasp4D MRI is reconstructed from a single stack and an adjacent navigator stack on average, resulting in a nominal temporal resolution of 0.16 seconds per volume. Images corresponding to the optimal inversion time (TI) can be retrospectively selected for providing the best image contrast. Reader studies were conducted to assess the performance of MP-Grasp4D MRI in liver imaging across 30 subjects in comparison with standard Grasp4D MRI without IR preparation. MP-Grasp4D MRI received significantly higher scores (P < 0.05) than Grasp4D in all assessment categories. There was a moderate to almost perfect agreement (kappa coefficient from 0.42 to 0.9) between the two readers for image quality assessment. When the scan time is reduced, MP-Grasp4D MRI preserves image contrast and quality, demonstrating additional acceleration capability. MP-Grasp4D MRI improves T1-weighted contrast for free-breathing time-resolved 4D MRI and eliminates the need for explicit motion compensation. This method is expected to be valuable in different MRI applications such as MR-guided radiotherapy.</p>","PeriodicalId":19309,"journal":{"name":"NMR in Biomedicine","volume":" ","pages":"e5247"},"PeriodicalIF":2.7,"publicationDate":"2024-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142056187","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
Imaging arterial and venous vessels using Iron Dextran enhanced multi-echo 3D gradient echo MRI at 7T. 在 7T 下使用右旋糖酐铁增强型多回波三维梯度回波 MRI 对动脉和静脉血管进行成像。
IF 2.7 4区 医学
NMR in Biomedicine Pub Date : 2024-12-01 Epub Date: 2024-08-26 DOI: 10.1002/nbm.5251
Yinghao Li, Wei Li, Adrian Paez, Di Cao, Yuanqi Sun, Chunming Gu, Kaihua Zhang, Xinyuan Miao, Peiying Liu, Wenbo Li, Jay J Pillai, Hanzhang Lu, Peter C M van Zijl, Christopher Earley, Xu Li, Jun Hua
{"title":"Imaging arterial and venous vessels using Iron Dextran enhanced multi-echo 3D gradient echo MRI at 7T.","authors":"Yinghao Li, Wei Li, Adrian Paez, Di Cao, Yuanqi Sun, Chunming Gu, Kaihua Zhang, Xinyuan Miao, Peiying Liu, Wenbo Li, Jay J Pillai, Hanzhang Lu, Peter C M van Zijl, Christopher Earley, Xu Li, Jun Hua","doi":"10.1002/nbm.5251","DOIUrl":"10.1002/nbm.5251","url":null,"abstract":"<p><p>Iron Dextran is a widely used iron oxide compound to treat iron-deficiency anemia patients in the clinic. Similar to other iron oxide compounds such as Ferumoxytol, it can also be used off-label as an intravascular magnetic resonance imaging (MRI) contrast agent due to its strong iron-induced T2 and T2* shortening effects. In this study, we seek to evaluate the feasibility of using Iron Dextran enhanced multi-echo susceptibility weighted imaging (SWI) MRI at 7T to image arterial and venous blood vessels in the human brain. Phantom experiments were performed to measure the r2* relaxivity for Iron Dextran in blood, based on which the SWI sequence was optimized. Pre- and post-infusion MR images were acquired in human subjects from which maps of arteries and veins were extracted. The post-contrast SWI images showed enhanced susceptibility difference between blood and the surrounding tissue in both arteries and veins. Our results showed that the proposed Iron Dextran enhanced multi-echo SWI approach allowed the visualization of blood vessels with diameters down to ~100 μm, including small blood vessels supplying and draining small brain structures such as the hippocampus. We conclude that Iron Dextran can be an alternative iron-based MRI contrast agent for blood vessel imaging in the human brain.</p>","PeriodicalId":19309,"journal":{"name":"NMR in Biomedicine","volume":" ","pages":"e5251"},"PeriodicalIF":2.7,"publicationDate":"2024-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142073367","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
Characterizing diffusion-controlled release of small-molecules using quantitative MRI in view of applications to orthopedic infection. 从骨科感染应用的角度,利用定量核磁共振成像鉴定小分子的扩散控制释放。
IF 2.7 4区 医学
NMR in Biomedicine Pub Date : 2024-12-01 Epub Date: 2024-10-02 DOI: 10.1002/nbm.5254
Greg Hong, Tina Khazaee, Santiago F Cobos, Spencer D Christiansen, Junmin Liu, Maria Drangova, David W Holdsworth
{"title":"Characterizing diffusion-controlled release of small-molecules using quantitative MRI in view of applications to orthopedic infection.","authors":"Greg Hong, Tina Khazaee, Santiago F Cobos, Spencer D Christiansen, Junmin Liu, Maria Drangova, David W Holdsworth","doi":"10.1002/nbm.5254","DOIUrl":"10.1002/nbm.5254","url":null,"abstract":"<p><p>Calcium sulfate is an established carrier for localized drug delivery, but a means to non-invasively measure drug release, which would improve our understanding of localized delivery, remains an unmet need. We aim to quantitatively estimate the diffusion-controlled release of small molecules loaded into a calcium sulfate carrier through a gadobutrol-based contrast agent, which acts as a surrogate small molecule. A central cylindrical core made of calcium sulfate, either alone or within a metal scaffold, is loaded with contrast agents that release into agar. Multi-echo scans are acquired at multiple time points over 4 weeks and processed into R2* and quantitative susceptibility mapping (QSM) maps. Mean R2* values are fit to a known drug delivery model, which are then compared with the decrease in core QSM. Fitting R2* measurements of calcium sulfate core while constraining constants to a drug release model results in an R<sup>2</sup>-value of 0.991, yielding a diffusion constant of 4.59 × 10<sup>-11</sup> m<sup>2</sup> s<sup>-1</sup>. Incorporating the carrier within a metal scaffold results in a slower release. QSM shows the resulting loss of susceptibility in the non-metal core but is unreliable around metal. R2* characterizes the released gadobutrol, and QSM detects the resulting decrease in core susceptibility. The addition of a porous metal scaffold slows the release of gadobutrol, as expected.</p>","PeriodicalId":19309,"journal":{"name":"NMR in Biomedicine","volume":" ","pages":"e5254"},"PeriodicalIF":2.7,"publicationDate":"2024-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142365945","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
Simultaneous whole-liver water T 1 and T 2 mapping with isotropic resolution during free-breathing. 在自由呼吸过程中以各向同性分辨率同时绘制全肝水 T 1 $$ {mathrm{T}}_1 $$ 和 T 2 $$ {mathrm{T}}_2 $$。
IF 2.7 4区 医学
NMR in Biomedicine Pub Date : 2024-12-01 Epub Date: 2024-08-04 DOI: 10.1002/nbm.5216
Jonathan Stelter, Kilian Weiss, Lisa Steinhelfer, Veronika Spieker, Elizabeth Huaroc Moquillaza, Weitong Zhang, Marcus R Makowski, Julia A Schnabel, Bernhard Kainz, Rickmer F Braren, Dimitrios C Karampinos
{"title":"<ArticleTitle xmlns:ns0=\"http://www.w3.org/1998/Math/MathML\">Simultaneous whole-liver water <ns0:math><ns0:msub><ns0:mtext>T</ns0:mtext> <ns0:mtext>1</ns0:mtext></ns0:msub> </ns0:math> and <ns0:math><ns0:msub><ns0:mtext>T</ns0:mtext> <ns0:mtext>2</ns0:mtext></ns0:msub> </ns0:math> mapping with isotropic resolution during free-breathing.","authors":"Jonathan Stelter, Kilian Weiss, Lisa Steinhelfer, Veronika Spieker, Elizabeth Huaroc Moquillaza, Weitong Zhang, Marcus R Makowski, Julia A Schnabel, Bernhard Kainz, Rickmer F Braren, Dimitrios C Karampinos","doi":"10.1002/nbm.5216","DOIUrl":"10.1002/nbm.5216","url":null,"abstract":"&lt;p&gt;&lt;strong&gt;Purpose: &lt;/strong&gt;To develop and validate a data acquisition scheme combined with a motion-resolved reconstruction and dictionary-matching-based parameter estimation to enable free-breathing isotropic resolution self-navigated whole-liver simultaneous water-specific &lt;math&gt;&lt;msub&gt;&lt;mtext&gt;T&lt;/mtext&gt; &lt;mtext&gt;1&lt;/mtext&gt;&lt;/msub&gt; &lt;/math&gt; ( &lt;math&gt;&lt;msub&gt;&lt;mtext&gt;wT&lt;/mtext&gt; &lt;mtext&gt;1&lt;/mtext&gt;&lt;/msub&gt; &lt;/math&gt; ) and &lt;math&gt;&lt;msub&gt;&lt;mtext&gt;T&lt;/mtext&gt; &lt;mtext&gt;2&lt;/mtext&gt;&lt;/msub&gt; &lt;/math&gt; ( &lt;math&gt;&lt;msub&gt;&lt;mtext&gt;wT&lt;/mtext&gt; &lt;mtext&gt;2&lt;/mtext&gt;&lt;/msub&gt; &lt;/math&gt; ) mapping for the characterization of diffuse and oncological liver diseases.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Methods: &lt;/strong&gt;The proposed data acquisition consists of a magnetization preparation pulse and a two-echo gradient echo readout with a radial stack-of-stars trajectory, repeated with different preparations to achieve different &lt;math&gt;&lt;msub&gt;&lt;mtext&gt;T&lt;/mtext&gt; &lt;mtext&gt;1&lt;/mtext&gt;&lt;/msub&gt; &lt;/math&gt; and &lt;math&gt;&lt;msub&gt;&lt;mtext&gt;T&lt;/mtext&gt; &lt;mtext&gt;2&lt;/mtext&gt;&lt;/msub&gt; &lt;/math&gt; contrasts in a fixed acquisition time of 6 min. Regularized reconstruction was performed using self-navigation to account for motion during the free-breathing acquisition, followed by water-fat separation. Bloch simulations of the sequence were applied to optimize the sequence timing for &lt;math&gt; &lt;msub&gt;&lt;mrow&gt;&lt;mi&gt;B&lt;/mi&gt;&lt;/mrow&gt; &lt;mrow&gt;&lt;mn&gt;1&lt;/mn&gt;&lt;/mrow&gt; &lt;/msub&gt; &lt;/math&gt; insensitivity at 3 T, to correct for relaxation-induced blurring, and to map &lt;math&gt;&lt;msub&gt;&lt;mtext&gt;T&lt;/mtext&gt; &lt;mtext&gt;1&lt;/mtext&gt;&lt;/msub&gt; &lt;/math&gt; and &lt;math&gt;&lt;msub&gt;&lt;mtext&gt;T&lt;/mtext&gt; &lt;mtext&gt;2&lt;/mtext&gt;&lt;/msub&gt; &lt;/math&gt; using a dictionary. The proposed method was validated on a water-fat phantom with varying relaxation properties and in 10 volunteers against imaging and spectroscopy reference values. The performance and robustness of the proposed method were evaluated in five patients with abdominal pathologies.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Results: &lt;/strong&gt;Simulations demonstrate good &lt;math&gt; &lt;msub&gt;&lt;mrow&gt;&lt;mi&gt;B&lt;/mi&gt;&lt;/mrow&gt; &lt;mrow&gt;&lt;mn&gt;1&lt;/mn&gt;&lt;/mrow&gt; &lt;/msub&gt; &lt;/math&gt; insensitivity of the proposed method in measuring &lt;math&gt;&lt;msub&gt;&lt;mtext&gt;T&lt;/mtext&gt; &lt;mtext&gt;1&lt;/mtext&gt;&lt;/msub&gt; &lt;/math&gt; and &lt;math&gt;&lt;msub&gt;&lt;mtext&gt;T&lt;/mtext&gt; &lt;mtext&gt;2&lt;/mtext&gt;&lt;/msub&gt; &lt;/math&gt; values. The proposed method produces co-registered &lt;math&gt;&lt;msub&gt;&lt;mtext&gt;wT&lt;/mtext&gt; &lt;mtext&gt;1&lt;/mtext&gt;&lt;/msub&gt; &lt;/math&gt; and &lt;math&gt;&lt;msub&gt;&lt;mtext&gt;wT&lt;/mtext&gt; &lt;mtext&gt;2&lt;/mtext&gt;&lt;/msub&gt; &lt;/math&gt; maps with a good agreement with reference methods (phantom: &lt;math&gt;&lt;msub&gt;&lt;mtext&gt;wT&lt;/mtext&gt; &lt;mtext&gt;1&lt;/mtext&gt;&lt;/msub&gt; &lt;mo&gt;=&lt;/mo&gt; &lt;mn&gt;1&lt;/mn&gt; &lt;mo&gt;.&lt;/mo&gt; &lt;mn&gt;02&lt;/mn&gt; &lt;mspace&gt;&lt;/mspace&gt; &lt;msub&gt;&lt;mtext&gt;wT&lt;/mtext&gt; &lt;mtext&gt;1,ref&lt;/mtext&gt;&lt;/msub&gt; &lt;mo&gt;-&lt;/mo&gt; &lt;mn&gt;8&lt;/mn&gt; &lt;mo&gt;.&lt;/mo&gt; &lt;mn&gt;93&lt;/mn&gt; &lt;mspace&gt;&lt;/mspace&gt; &lt;mtext&gt;ms&lt;/mtext&gt; &lt;mo&gt;,&lt;/mo&gt; &lt;msup&gt;&lt;mi&gt;R&lt;/mi&gt; &lt;mn&gt;2&lt;/mn&gt;&lt;/msup&gt; &lt;mo&gt;=&lt;/mo&gt; &lt;mn&gt;0&lt;/mn&gt; &lt;mo&gt;.&lt;/mo&gt; &lt;mn&gt;991&lt;/mn&gt;&lt;/math&gt; ; &lt;math&gt;&lt;msub&gt;&lt;mtext&gt;wT&lt;/mtext&gt; &lt;mn&gt;2&lt;/mn&gt;&lt;/msub&gt; &lt;mo&gt;=&lt;/mo&gt; &lt;mn&gt;1&lt;/mn&gt; &lt;mo&gt;.&lt;/mo&gt; &lt;mn&gt;03&lt;/mn&gt; &lt;mspace&gt;&lt;/mspace&gt; &lt;msub&gt;&lt;mtext&gt;wT&lt;/mtext&gt; &lt;mtext&gt;2,ref&lt;/mtext&gt;&lt;/msub&gt; &lt;mo&gt;+&lt;/mo&gt; &lt;mn&gt;0&lt;/mn&gt; &lt;mo&gt;.&lt;/mo&gt; &lt;mn&gt;73&lt;/mn&gt; &lt;mspace&gt;&lt;/mspace&gt; &lt;mtext&gt;ms&lt;/mtext&gt; &lt;mo","PeriodicalId":19309,"journal":{"name":"NMR in Biomedicine","volume":" ","pages":"e5216"},"PeriodicalIF":2.7,"publicationDate":"2024-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141889864","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
Automatic deep learning segmentation of the hippocampus on high-resolution diffusion magnetic resonance imaging and its application to the healthy lifespan. 高分辨率弥散磁共振成像上的海马区自动深度学习分割及其在健康寿命中的应用。
IF 2.7 4区 医学
NMR in Biomedicine Pub Date : 2024-12-01 Epub Date: 2024-08-13 DOI: 10.1002/nbm.5227
Dylan Miller, Cory Efird, Kevin Grant Solar, Christian Beaulieu, Dana Cobzas
{"title":"Automatic deep learning segmentation of the hippocampus on high-resolution diffusion magnetic resonance imaging and its application to the healthy lifespan.","authors":"Dylan Miller, Cory Efird, Kevin Grant Solar, Christian Beaulieu, Dana Cobzas","doi":"10.1002/nbm.5227","DOIUrl":"10.1002/nbm.5227","url":null,"abstract":"<p><p>Diffusion tensor imaging (DTI) can provide unique contrast and insight into microstructural changes with age or disease of the hippocampus, although it is difficult to measure the hippocampus because of its comparatively small size, location, and shape. This has been markedly improved by the advent of a clinically feasible 1-mm isotropic resolution 6-min DTI protocol at 3 T of the hippocampus with limited brain coverage of 20 axial-oblique slices aligned along its long axis. However, manual segmentation is too laborious for large population studies, and it cannot be automatically segmented directly on the diffusion images using traditional T<sub>1</sub> or T<sub>2</sub> image-based methods because of the limited brain coverage and different contrast. An automatic method is proposed here that segments the hippocampus directly on high-resolution diffusion images based on an extension of well-known deep learning architectures like UNet and UNet++ by including additional dense residual connections. The method was trained on 100 healthy participants with previously performed manual segmentation on the 1-mm DTI, then evaluated on typical healthy participants (n = 53), yielding an excellent voxel overlap with a Dice score of ~ 0.90 with manual segmentation; notably, this was comparable with the inter-rater reliability of manually delineating the hippocampus on diffusion magnetic resonance imaging (MRI) (Dice score of 0.86). This method also generalized to a different DTI protocol with 36% fewer acquisitions. It was further validated by showing similar age trajectories of volumes, fractional anisotropy, and mean diffusivity from manual segmentations in one cohort (n = 153, age 5-74 years) with automatic segmentations from a second cohort without manual segmentations (n = 354, age 5-90 years). Automated high-resolution diffusion MRI segmentation of the hippocampus will facilitate large cohort analyses and, in future research, needs to be evaluated on patient groups.</p>","PeriodicalId":19309,"journal":{"name":"NMR in Biomedicine","volume":" ","pages":"e5227"},"PeriodicalIF":2.7,"publicationDate":"2024-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141971581","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
Significant age-related differences between lower leg muscles of older and younger female subjects detected by ultrashort echo time magnetization transfer modeling. 通过超短回波时间磁化转移建模检测老年女性和年轻女性小腿肌肉之间与年龄有关的显著差异。
IF 2.7 4区 医学
NMR in Biomedicine Pub Date : 2024-12-01 Epub Date: 2024-08-18 DOI: 10.1002/nbm.5237
Saeed Jerban, Hamidreza Shaterian Mohammadi, Jiyo S Athertya, Amir Masoud Afsahi, Niloofar Shojaeiadib, Dina Moazamian, Samuel R Ward, Gina Woods, Christine B Chung, Jiang Du, Eric Y Chang
{"title":"Significant age-related differences between lower leg muscles of older and younger female subjects detected by ultrashort echo time magnetization transfer modeling.","authors":"Saeed Jerban, Hamidreza Shaterian Mohammadi, Jiyo S Athertya, Amir Masoud Afsahi, Niloofar Shojaeiadib, Dina Moazamian, Samuel R Ward, Gina Woods, Christine B Chung, Jiang Du, Eric Y Chang","doi":"10.1002/nbm.5237","DOIUrl":"10.1002/nbm.5237","url":null,"abstract":"<p><p>Magnetization transfer (MT) magnetic resonance imaging (MRI) can be used to estimate the fraction of water and macromolecular proton pools in tissues. MT modeling paired with ultrashort echo time acquisition (UTE-MT modeling) has been proposed to improve the evaluation of the myotendinous junction and fibrosis in muscle tissues, which the latter increases with aging. This study aimed to determine if the UTE-MT modeling technique is sensitive to age-related changes in the skeletal muscles of the lower leg. Institutional review board approval was obtained, and all recruited subjects provided written informed consent. The legs of 31 healthy younger (28.1 ± 6.1 years old, BMI = 22.3 ± 3.5) and 20 older (74.7 ± 5.5 years old, BMI = 26.7 ± 5.9) female subjects were imaged using UTE sequences on a 3 T MRI scanner. MT ratio (MTR), macromolecular fraction (MMF), macromolecular T2 (T2-MM), and water T2 (T2-W) were calculated using UTE-MT modeling for the anterior tibialis (ATM), posterior tibialis (PTM), soleus (SM), and combined lateral muscles. Results were compared between groups using the Wilcoxon rank sum test. Three independent observers selected regions of interest (ROIs) and processed UTE-MRI images separately, and the intraclass correlation coefficient (ICC) was calculated for a reproducibility study. Significantly lower mean MTR and MMF values were present in the older compared with the younger group in all studied lower leg muscles. T2-MM showed significantly lower values in the older group only for PTM and SM muscles. In contrast, T2-W showed significantly higher values in the older group. The age-related differences were more pronounced for MMF (-17 to -19%) and T2-W (+20 to 47%) measurements in all muscle groups compared with other investigated MR measures. ICCs were higher than 0.93, indicating excellent consistency between the ROI selection and MRI measurements of independent readers. As demonstrated by significant differences between younger and older groups, this research emphasizes the potential of UTE-MT MRI techniques in evaluating age-related skeletal muscle changes.</p>","PeriodicalId":19309,"journal":{"name":"NMR in Biomedicine","volume":" ","pages":"e5237"},"PeriodicalIF":2.7,"publicationDate":"2024-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142000466","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
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