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00:00:00 2001 From: roboneuro <64690666+roboneuro@users.noreply.github.com> Date: Thu, 4 Apr 2024 16:20:24 -0400 Subject: [PATCH 2/6] Creating 10.55458.neurolibre.00025.crossref.xml --- .../10.55458.neurolibre.00025.crossref.xml | 276 ++++++++++++++++++ 1 file changed, 276 insertions(+) create mode 100644 neurolibre.00025/10.55458.neurolibre.00025.crossref.xml diff --git a/neurolibre.00025/10.55458.neurolibre.00025.crossref.xml b/neurolibre.00025/10.55458.neurolibre.00025.crossref.xml new file mode 100644 index 0000000..2dfd53c --- /dev/null +++ b/neurolibre.00025/10.55458.neurolibre.00025.crossref.xml @@ -0,0 +1,276 @@ + + + + 20240404T202016-8763609a79966d4c1b9ecd76b9511aedec8ec422 + 20240404202016 + + NeuroLibre Admin + admin@neurolibre.org + + Centre de Recherche de l'Institut Universitaire de Geriatrie de Montreal + + + + NeuroLibre Reproducible Preprints + + + Daniel + Papp + https://orcid.org/0000-0003-1481-1413 + + + Kyle M. + Gilbert + https://orcid.org/0000-0003-3026-5686 + + + Gaspard + Cereza + + + Alexandre + D’Astous + https://orcid.org/0000-0003-0381-7334 + + + Nibardo + Lopez-Rios + https://orcid.org/0000-0002-4791-8260 + + + Mathieu + Boudreau + https://orcid.org/0000-0002-7726-4456 + + + Marcus + Couch + https://orcid.org/0000-0002-2732-8941 + + + Pedram + Yazdanbakhsh + https://orcid.org/0000-0003-4456-5997 + + + Robert L. + Barry + + + Eva Alonso + Ortiz + https://orcid.org/0000-0001-6590-7234 + + + Julien + Cohen-Adad + https://orcid.org/0000-0003-3662-9532 + + + + Analysis code for the paper “RF shimming in the +cervical spinal cord at 7T” + + + 04 + 04 + 2024 + + + http://creativecommons.org/licenses/by/4.0/ + http://creativecommons.org/licenses/by/4.0/ + http://creativecommons.org/licenses/by/4.0/ + + + + Repository archive + 10.5281/zenodo.10844540 + + + Dataset archive + 10.5281/zenodo.10844542 + + + Book archive + 10.5281/zenodo.10844538 + + + Container archive + 10.5281/zenodo.10844544 + + + GitHub technical screening + https://github.com/neurolibre/neurolibre-reviews/issues/25 + + + Executable preprint + https://preprint.neurolibre.org/10.55458/neurolibre.00025 + + + + 10.55458/neurolibre.00025 + https://neurolibre.org/papers/10.55458/neurolibre.00025 + + + https://preprint.neurolibre.org/10.55458/neurolibre.00025.pdf + + + + + + Shimming toolbox: An open-source software +toolbox for B0 and B1 shimming in MRI + D’Astous + Magnetic Resonance in +Medicine + 4 + 89 + 10.1002/mrm.29528 + 2023 + D’Astous, A., Cereza, G., Papp, D., +Gilbert, K. M., Stockmann, J. P., Alonso-Ortiz, E., & Cohen-Adad, J. +(2023). Shimming toolbox: An open-source software toolbox for B0 and B1 +shimming in MRI. Magnetic Resonance in Medicine, 89(4), 1401–1417. +https://doi.org/10.1002/mrm.29528 + + + SCT: Spinal cord toolbox, an open-source +software for processing spinal cord {MRI} data + De Leener + NeuroImage + 145, Part A + 10.1016/j.neuroimage.2016.10.009 + 1053-8119 + 2017 + De Leener, B., Lévy, S., Dupont, S. +M., Fonov, V. S., Stikov, N., Collins, D. L., Callot, V., & +Cohen-Adad, J. (2017). SCT: Spinal cord toolbox, an open-source software +for processing spinal cord {MRI} data. NeuroImage, 145, Part A, 24–43. +https://doi.org/10.1016/j.neuroimage.2016.10.009 + + + Spinal cord MRI in multiple +sclerosis–diagnostic, prognostic and clinical value + Kearney + Nat. Rev. Neurol. + 6 + 11 + 10.1038/nrneurol.2015.80 + 2015 + Kearney, H., Miller, D. H., & +Ciccarelli, O. (2015). Spinal cord MRI in multiple sclerosis–diagnostic, +prognostic and clinical value. Nat. Rev. Neurol., 11(6), 327–338. +https://doi.org/10.1038/nrneurol.2015.80 + + + Traumatic and nontraumatic spinal cord +injury: Pathological insights from neuroimaging + David + Nat. Rev. Neurol. + 12 + 15 + 10.1038/s41582-019-0270-5 + 2019 + David, G., Mohammadi, S., Martin, A. +R., Cohen-Adad, J., Weiskopf, N., Thompson, A., & Freund, P. (2019). +Traumatic and nontraumatic spinal cord injury: Pathological insights +from neuroimaging. Nat. Rev. Neurol., 15(12), 718–731. +https://doi.org/10.1038/s41582-019-0270-5 + + + Dielectric resonances and B1 field +inhomogeneity in UHFMRI: Computational analysis and experimental +findings + Ibrahim + Magnetic Resonance Imaging + 2 + 19 + 10.1016/S0730-725X(01)00300-9 + 0730-725X + 2001 + Ibrahim, T. S., Lee, R., Abduljalil, +A. M., Baertlein, B. A., & Robitaille, P.-M. L. (2001). Dielectric +resonances and B1 field inhomogeneity in UHFMRI: Computational analysis +and experimental findings. Magnetic Resonance Imaging, 19(2), 219–226. +https://doi.org/10.1016/S0730-725X(01)00300-9 + + + Central brightening due to constructive +interference with, without, and despite dielectric +resonance + Collins + J. Magn. Reson. Imaging + 2 + 21 + 10.1002/jmri.20245 + 2005 + Collins, C. M., Liu, W., Schreiber, +W., Yang, Q. X., & Smith, M. B. (2005). Central brightening due to +constructive interference with, without, and despite dielectric +resonance. J. Magn. Reson. Imaging, 21(2), 192–196. +https://doi.org/10.1002/jmri.20245 + + + Radiofrequency penetration and absorption in +the human body: Limitations to high-field whole-body nuclear magnetic +resonance imaging + Röschmann + Med. Phys. + 6 + 14 + 10.1118/1.595995 + 1987 + Röschmann, P. (1987). Radiofrequency +penetration and absorption in the human body: Limitations to high-field +whole-body nuclear magnetic resonance imaging. Med. Phys., 14(6), +922–931. https://doi.org/10.1118/1.595995 + + + Analysis of wave behavior in lossy dielectric +samples at high field + Yang + Magn. Reson. Med. + 5 + 47 + 10.1002/mrm.10137 + 2002 + Yang, Q. X., Wang, J., Zhang, X., +Collins, C. M., Smith, M. B., Liu, H., Zhu, X.-H., Vaughan, J. T., +Ugurbil, K., & Chen, W. (2002). Analysis of wave behavior in lossy +dielectric samples at high field. Magn. Reson. Med., 47(5), 982–989. +https://doi.org/10.1002/mrm.10137 + + + PAM50: Unbiased multimodal template of the +brainstem and spinal cord aligned with the ICBM152 space + De Leener + NeuroImage + 165 + 10.1016/j.neuroimage.2017.10.041 + 1053-8119 + 2018 + De Leener, B., Fonov, V. S., Collins, +D. L., Callot, V., Stikov, N., & Cohen-Adad, J. (2018). PAM50: +Unbiased multimodal template of the brainstem and spinal cord aligned +with the ICBM152 space. NeuroImage, 165, 170–179. +https://doi.org/10.1016/j.neuroimage.2017.10.041 + + + + + From f4792c393ecd57b7e14d8248564e72861f817c72 Mon Sep 17 00:00:00 2001 From: roboneuro <64690666+roboneuro@users.noreply.github.com> Date: Thu, 4 Apr 2024 16:20:25 -0400 Subject: [PATCH 3/6] Creating 10.55458.neurolibre.00025.jats --- .../10.55458.neurolibre.00025.jats | 683 ++++++++++++++++++ 1 file changed, 683 insertions(+) create mode 100644 neurolibre.00025/10.55458.neurolibre.00025.jats diff --git a/neurolibre.00025/10.55458.neurolibre.00025.jats b/neurolibre.00025/10.55458.neurolibre.00025.jats new file mode 100644 index 0000000..f743067 --- /dev/null +++ b/neurolibre.00025/10.55458.neurolibre.00025.jats @@ -0,0 +1,683 @@ + + +

+ + + + +NeuroLibre Reproducible Preprints +NeuroLibre + +0000-0000 + +NeuroLibre + + + +25 +10.55458/neurolibre.00025 + +Analysis code for the paper “RF shimming in the cervical +spinal cord at 7T” + + + +https://orcid.org/0000-0003-1481-1413 + +Papp +Daniel + + + + +https://orcid.org/0000-0003-3026-5686 + +Gilbert +Kyle M. + + + + + + +Cereza +Gaspard + + + + +https://orcid.org/0000-0003-0381-7334 + +D’Astous +Alexandre + + + + +https://orcid.org/0000-0002-4791-8260 + +Lopez-Rios +Nibardo + + + + +https://orcid.org/0000-0002-7726-4456 + +Boudreau +Mathieu + + + + +https://orcid.org/0000-0002-2732-8941 + +Couch +Marcus + + + + +https://orcid.org/0000-0003-4456-5997 + +Yazdanbakhsh +Pedram + + + + + +Barry +Robert L. + + + + + + +https://orcid.org/0000-0001-6590-7234 + +Ortiz +Eva Alonso + + + + +https://orcid.org/0000-0003-3662-9532 + +Cohen-Adad +Julien + + + + + + + +NeuroPoly Lab, Institute of Biomedical Engineering, +Polytechnique Montreal, Montreal, QC, Canada + + + + +Centre for Functional and Metabolic Mapping, The University +of Western Ontario, London, ON, Canada + + + + +Department of Medical Biophysics, The University of Western +Ontario, London, ON, Canada + + + + +Siemens Healthcare Limited, Montreal, QC, +Canada + + + + +McConnell Brain Imaging Centre, Montreal Neurological +Institute, McGill University, Montreal, QC, Canada + + + + +Athinoula A. Martinos Center for Biomedical Imaging, +Department of Radiology, Massachusetts General Hospital, Charlestown, +MA, USA + + + + +Harvard Medical School, Boston, MA, USA + + + + +Harvard-Massachusetts Institute of Technology Health +Sciences and Technology, Cambridge, MA, USA + + + + +Mila - Quebec AI Institute, Montreal, QC, +Canada + + + + +Functional Neuroimaging Unit, Centre de recherche de +l’Institut universitaire de gériatrie de Montréal QC, +Canada + + + + +9 +2 +2024 + +4 +40 +25 + +Authors of papers retain copyright and release the +work under a Creative Commons Attribution 4.0 International License (CC +BY 4.0) +2022 +The article authors + +Authors of papers retain copyright and release the work under +a Creative Commons Attribution 4.0 International License (CC BY +4.0) + + + +RF shimming +spinal cord +MRI +high field +7T + + + + + + Summary +

Data was collected from five participants between two 7T sites with + a custom 8Tx/20Rx parallel transmission (pTx) coil. We explored two RF + shimming approaches from an MRI vendor and four from an open-source + toolbox, showcasing their ability to enhance transmit field and signal + homogeneity along the cervical spinal cord.

+

The results indicate significant improvements in B1+ efficiency and + cerebrospinal fluid / spinal cord signal ratio across various RF + shimming conditions compared to the vendor based methods.

+

The study’s findings highlight the potential of RF shimming to + advance 7T MRI’s clinical utility for central nervous system imaging + by enabling more homogenous and efficient spinal cord imaging. + Additionally, the research incorporates a reproducible Jupyter + Notebook, enhancing the study’s transparency and facilitating peer + verification. By also making the data openly accessible on OpenNeuro, + we ensure that the scientific community can further explore, validate, + and build upon our findings, contributing to the collective + advancement in high-resolution imaging techniques.

+ +

Overview of the RF shimming procedure. The top panel + shows the RF coil used for the experiments, alongside the Tx coil + geometry and the electromagnetic simulation results (on Gustav + model) yielding the CP mode used for this coil. The bottom panel + shows the RF shimming procedure (with approximate duration). First, + GRE and tfl_rfmap scans are acquired (4min30s). Second, these images + are transferred via ethernet socket from the MRI console onto a + separate laptop running Shimming Toolbox and SCT (<1s). Third, + the spinal cord is automatically segmented to produce a mask that is + resampled into the space of the individual coil magnitude and phase + images of the tfl_rfmap scan (~5s). Fourth, the RF shim weights are + calculated according to the defined constraints for each shim + scenario (1min total). +

+ +
+
+ + Statement of need +

Advancing the development of 7T MRI for spinal cord imaging is + crucial for the enhanced diagnosis and monitoring of various + neurodegenerative diseases + (Kearney + et al., 2015) and traumas + (David + et al., 2019). However, a significant challenge at this field + strength is the transmit field inhomogeneity . Such inhomogeneity is + particularly problematic for imaging the small, deep anatomical + structures + of(Collins + et al., 2005; + Ibrahim + et al., 2001; + Röschmann, + 1987; + Yang + et al., 2002) the cervical spinal cord, as it can cause uneven + signal intensity and elevate the local specific absorption ratio, + compromising image quality. This multi-site study explores several + radiofrequency (RF) shimming techniques in the cervical spinal cord at + 7T.

+
+ + 1. Data +

The data can be downloaded from: + https://openneuro.org/datasets/ds004906

+

The structure of the input dataset is as follows (JSON sidecars are + not listed for clarity):

+

{toggle} ~~~ ds004906 ├── CHANGES ├── README ├── dataset_description.json ├── participants.json ├── participants.tsv ├── sub-01 │   ├── anat │   │   ├── sub-01_acq-CP_T1w.nii.gz │   │   ├── sub-01_acq-CP_T2starw.nii.gz │   │   ├── sub-01_acq-CoV_T1w.nii.gz │   │   ├── sub-01_acq-CoV_T2starw.nii.gz │   │   ├── sub-01_acq-SAReff_T2starw.nii.gz │   │   ├── sub-01_acq-patient_T2starw.nii.gz │   │   ├── sub-01_acq-phase_T2starw.nii.gz │   │   ├── sub-01_acq-target_T2starw.nii.gz │   │   ├── sub-01_acq-volume_T2starw.nii.gz │   └── fmap │   ├── sub-01_acq-anatCP_TB1TFL.nii.gz │   ├── sub-01_acq-anatCoV_TB1TFL.nii.gz │   ├── sub-01_acq-anatSAReff_TB1TFL.nii.gz │   ├── sub-01_acq-anatpatient_TB1TFL.nii.gz │   ├── sub-01_acq-anatphase_TB1TFL.nii.gz │   ├── sub-01_acq-anattarget_TB1TFL.nii.gz │   ├── sub-01_acq-anatvolume_TB1TFL.nii.gz │   ├── sub-01_acq-fampCP_TB1TFL.nii.gz │   ├── sub-01_acq-fampCoV_TB1TFL.nii.gz │   ├── sub-01_acq-fampSAReff_TB1TFL.nii.gz │   ├── sub-01_acq-famppatient_TB1TFL.nii.gz │   ├── sub-01_acq-fampphase_TB1TFL.nii.gz │   ├── sub-01_acq-famptarget_TB1TFL.nii.gz │   └── sub-01_acq-fampvolume_TB1TFL.nii.gz ├── sub-02 ├── sub-03 ├── sub-04 └── sub-05 ~~~

+
+ + 2. Overview of processing pipeline +

During the data acquisition stage, RF shimming was done using the + Shimming + Toolbox + (D’Astous + et al., 2023) during the acquisition stage.

+

The post-processing pipeline uses the + Spinal + Cord Toolbox + (De + Leener et al., 2017).

+

For each subject:

+ + +

Process anat/T2starw (GRE)

+ + +

Segment the spinal cord (SC)

+
+ +

Label vertebral levels using existing manual disc + labels

+
+ +

Create a mask of the cerebrospinal fluid (CSF)

+
+ +

Extract the SC/CSF magnitude signal to assess the stability + of the flip angle across shim methods

+
+
+
+ +

Process fmap/TFL (flip angle maps)

+ + +

Register each B1 map (CP, CoV, etc.) to the GRE scan

+
+ +

Apply the computed warping field to bring the segmentation + and vertebral levels to the B1 map

+
+ +

Convert the B1 map to nT/V units

+
+ +

Extract the B1 map value within the SC

+
+
+
+
+ +

Slow processes are indicated with the emoji ⏳

+
+
+ + 3. Requirements + + +

Install + Spinal + Cord Toolbox + (De + Leener et al., 2017), eg

+
+
+ # Install SCT ⏳ +!git clone --depth 1 https://github.com/spinalcordtoolbox/spinalcordtoolbox.git +!yes | spinalcordtoolbox/install_sct +os.environ['PATH'] += f":/content/spinalcordtoolbox/bin" + + +

Download the project repository

+
+
+ git clone https://github.com/shimming-toolbox/rf-shimming-7t.git +cd rf-shimming-7t +git checkout main + + +

Install requirements

+
+
+ pip install -r binder/requirements.txt + + +

Download data

+
+
+ cd content +repo2data -r ../binder/data_requirement.json +
+ + 4. Environment setup +

In a Python shell, import the necessary modules and define + variables.

+
+ + 5. Process anat/T2starw (GRE) + + +

Run segmentation on GRE scan.

+
+ +

Copy CSF masks from the derivatives folder.

+
+
+ +

For more details about how these masks were created, see: + https://github.com/shimming-toolbox/rf-shimming-7t/issues/67.

+
+ + + +

Crop GRE scan for faster processing and better registration + results.

+
+ + +

Label vertebrae on GRE scan.

+
+ + +

Register *_T2starw to CoV_T2starw.

+
+ + +

Extract the signal intensity on the GRE scan within the spinal + cord between levels C3 and T2 (included), which correspond to the + region where RF shimming was prescribed.

+
+ + +

Prepare data for figure of CSF/SC signal ratio from T2starw + scan.

+
+ + +

Perform statistics.

+
+
+
+ + 6. Process fmap/TFL (flip angle maps) + + +

Register TFL flip angle maps to the GRE scan.

+
+ +

Warping spinal cord segmentation and vertebral level to each + flip angle map.

+
+ +

Convert the flip angle maps to B1+ efficiency maps [nT/V] + (inspired by code from Kyle Gilbert).

+
+ +

The approach consists in calculating the B1+ efficiency using a + 1ms, pi-pulse at the acquisition voltage, then scale the + efficiency by the ratio of the measured flip angle to the + requested flip angle in the pulse sequence.

+
+ +

Extract B1+ value along the spinal cord between levels C3 and + T2 (included).

+
+ +

Prepare data for figure of B1+ values along the spinal cord + across shim methods.

+
+ +

Perform statistics.

+
+
+
+ + 7. Paper figures + + +

Prepare RF shimming mask for figure.

+
+ +

Create figure of B1+ maps.

+
+
+ +

B1+ efficiency for one participant (sub-05) across all + seven RF shimming conditions. The top left panel shows the tfl_b1map + magnitude image with an overlay of the mask that was used to perform + RF shimming. Text inserts show the mean (in nT/V) and CoV (in %) of + B1+ efficiency along the spinal cord between C3 and T2. +

+ +
+ +

B1+ efficiency (A) and CSF/Cord signal ratio from the + GRE scan (B) across subjects and across different RF shimming + conditions. Data were measured in the spinal cord from C3 to T2 + vertebral levels. To match the x-ticks across subjects, the C2-C3 + and the T2-T3 intervertebral discs of each subject were aligned with + that of the PAM50 template + (De + Leener et al., 2018), and the curves were linearly scaled. +

+ +
+
+ + Acknowledgements +

Funded by the Canada Research Chair in Quantitative Magnetic + Resonance Imaging [950-230815], the Canadian Institute of Health + Research [CIHR FDN-143263], the Canada Foundation for Innovation + [32454, 34824], the Fonds de Recherche du Québec - Santé [28826], the + Natural Sciences and Engineering Research Council of Canada + [RGPIN-2019-07244], the Canada First Research Excellence Fund (IVADO + and TransMedTech), the Courtois NeuroMod project and the Quebec + BioImaging Network [5886, 35450], and MITACS Accelerate + Fellowship.

+
+ + + + + + + D’AstousAlexandre + CerezaGaspard + PappDaniel + GilbertKyle M. + StockmannJason P. + Alonso-OrtizEva + Cohen-AdadJulien + + Shimming toolbox: An open-source software toolbox for B0 and B1 shimming in MRI + Magnetic Resonance in Medicine + 2023 + 89 + 4 + 10.1002/mrm.29528 + 1401 + 1417 + + + + + + De LeenerBenjamin + LévySimon + DupontSara M. + FonovVladimir S. + StikovNikola + CollinsD. Louis + CallotVirginie + Cohen-AdadJulien + + SCT: Spinal cord toolbox, an open-source software for processing spinal cord {MRI} data + NeuroImage + 2017 + 145, Part A + + 1053-8119 + 10.1016/j.neuroimage.2016.10.009 + 24 + 43 + + + + + + KearneyHugh + MillerDavid H + CiccarelliOlga + + Spinal cord MRI in multiple sclerosis–diagnostic, prognostic and clinical value + Nat. Rev. Neurol. + 201506 + 11 + 6 + 10.1038/nrneurol.2015.80 + 327 + 338 + + + + + + DavidGergely + MohammadiSiawoosh + MartinAllan R + Cohen-AdadJulien + WeiskopfNikolaus + ThompsonAlan + FreundPatrick + + Traumatic and nontraumatic spinal cord injury: Pathological insights from neuroimaging + Nat. Rev. Neurol. + 201912 + 15 + 12 + 10.1038/s41582-019-0270-5 + 718 + 731 + + + + + + IbrahimTamer S + LeeRobert + AbduljalilAmir M + BaertleinBrian A + RobitaillePierre-Marie L + + Dielectric resonances and B1 field inhomogeneity in UHFMRI: Computational analysis and experimental findings + Magnetic Resonance Imaging + 2001 + 19 + 2 + 0730-725X + 10.1016/S0730-725X(01)00300-9 + 219 + 226 + + + + + + CollinsChristopher M + LiuWanzhan + SchreiberWeston + YangQing X + SmithMichael B + + Central brightening due to constructive interference with, without, and despite dielectric resonance + J. Magn. Reson. Imaging + 200502 + 21 + 2 + 10.1002/jmri.20245 + 192 + 196 + + + + + + RöschmannP + + Radiofrequency penetration and absorption in the human body: Limitations to high-field whole-body nuclear magnetic resonance imaging + Med. Phys. + 198711 + 14 + 6 + 10.1118/1.595995 + 922 + 931 + + + + + + YangQing X + WangJinghua + ZhangXiaoliang + CollinsChristopher M + SmithMichael B + LiuHaiying + ZhuXiao-Hong + VaughanJ Thomas + UgurbilKamil + ChenWei + + Analysis of wave behavior in lossy dielectric samples at high field + Magn. Reson. Med. + 200205 + 47 + 5 + 10.1002/mrm.10137 + 982 + 989 + + + + + + De LeenerBenjamin + FonovVladimir S. + CollinsD. Louis + CallotVirginie + StikovNikola + Cohen-AdadJulien + + PAM50: Unbiased multimodal template of the brainstem and spinal cord aligned with the ICBM152 space + NeuroImage + 2018 + 165 + 1053-8119 + 10.1016/j.neuroimage.2017.10.041 + 170 + 179 + + + + +
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