Skip to main content
Advertisement

Main menu

  • Home
  • Content
    • Current Issue
    • Accepted Manuscripts
    • Article Preview
    • Past Issue Archive
    • Video Articles
    • AJNR Case Collection
    • Case of the Week Archive
    • Case of the Month Archive
    • Classic Case Archive
  • Special Collections
    • AJNR Awards
    • Low-Field MRI
    • Alzheimer Disease
    • ASNR Foundation Special Collection
    • Photon-Counting CT
    • View All
  • Multimedia
    • AJNR Podcasts
    • AJNR SCANtastic
    • Trainee Corner
    • MRI Safety Corner
    • Imaging Protocols
  • For Authors
    • Submit a Manuscript
    • Submit a Video Article
    • Submit an eLetter to the Editor/Response
    • Manuscript Submission Guidelines
    • Statistical Tips
    • Fast Publishing of Accepted Manuscripts
    • Graphical Abstract Preparation
    • Imaging Protocol Submission
    • Author Policies
  • About Us
    • About AJNR
    • Editorial Board
    • Editorial Board Alumni
  • More
    • Become a Reviewer/Academy of Reviewers
    • Subscribers
    • Permissions
    • Alerts
    • Feedback
    • Advertisers
    • ASNR Home

User menu

  • Alerts
  • Log in

Search

  • Advanced search
American Journal of Neuroradiology
American Journal of Neuroradiology

American Journal of Neuroradiology

ASHNR American Society of Functional Neuroradiology ASHNR American Society of Pediatric Neuroradiology ASSR
  • Alerts
  • Log in

Advanced Search

  • Home
  • Content
    • Current Issue
    • Accepted Manuscripts
    • Article Preview
    • Past Issue Archive
    • Video Articles
    • AJNR Case Collection
    • Case of the Week Archive
    • Case of the Month Archive
    • Classic Case Archive
  • Special Collections
    • AJNR Awards
    • Low-Field MRI
    • Alzheimer Disease
    • ASNR Foundation Special Collection
    • Photon-Counting CT
    • View All
  • Multimedia
    • AJNR Podcasts
    • AJNR SCANtastic
    • Trainee Corner
    • MRI Safety Corner
    • Imaging Protocols
  • For Authors
    • Submit a Manuscript
    • Submit a Video Article
    • Submit an eLetter to the Editor/Response
    • Manuscript Submission Guidelines
    • Statistical Tips
    • Fast Publishing of Accepted Manuscripts
    • Graphical Abstract Preparation
    • Imaging Protocol Submission
    • Author Policies
  • About Us
    • About AJNR
    • Editorial Board
    • Editorial Board Alumni
  • More
    • Become a Reviewer/Academy of Reviewers
    • Subscribers
    • Permissions
    • Alerts
    • Feedback
    • Advertisers
    • ASNR Home
  • Follow AJNR on Twitter
  • Visit AJNR on Facebook
  • Follow AJNR on Instagram
  • Join AJNR on LinkedIn
  • RSS Feeds

AJNR Awards, New Junior Editors, and more. Read the latest AJNR updates

Research ArticlePEDIATRIC NEUROIMAGING

MR Cranial Bone Imaging: Evaluation of Both Motion-Corrected and Automated Deep Learning Pseudo-CT Estimated MR Images

Andrew D. Linkugel, Tongyao Wang, Parna Eshraghi Boroojeni, Cihat Eldeniz, Yasheng Chen, Gary B. Skolnick, Paul K. Commean, Corinne M. Merrill, Jennifer M. Strahle, Manu S. Goyal, Hongyu An and Kamlesh B. Patel
American Journal of Neuroradiology July 2024, DOI: https://doi.org/10.3174/ajnr.A8335
Andrew D. Linkugel
aFrom the Division of Plastic and Reconstructive Surgery (A.D.L., G.B.S., C.M.M., K.B.P.), Washington University in St. Louis, St. Louis, Missouri
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for Andrew D. Linkugel
Tongyao Wang
bMallinckrodt Institute of Radiology (T.W., P.E.B., C.E., P.K.C., M.S.G., H.A.), Washington University in St. Louis, St. Louis, Missouri
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Parna Eshraghi Boroojeni
bMallinckrodt Institute of Radiology (T.W., P.E.B., C.E., P.K.C., M.S.G., H.A.), Washington University in St. Louis, St. Louis, Missouri
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Cihat Eldeniz
bMallinckrodt Institute of Radiology (T.W., P.E.B., C.E., P.K.C., M.S.G., H.A.), Washington University in St. Louis, St. Louis, Missouri
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for Cihat Eldeniz
Yasheng Chen
cDepartment of Neurology (Y.C., H.A.), Washington University in St. Louis, St. Louis, Missouri
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Gary B. Skolnick
aFrom the Division of Plastic and Reconstructive Surgery (A.D.L., G.B.S., C.M.M., K.B.P.), Washington University in St. Louis, St. Louis, Missouri
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for Gary B. Skolnick
Paul K. Commean
bMallinckrodt Institute of Radiology (T.W., P.E.B., C.E., P.K.C., M.S.G., H.A.), Washington University in St. Louis, St. Louis, Missouri
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Corinne M. Merrill
aFrom the Division of Plastic and Reconstructive Surgery (A.D.L., G.B.S., C.M.M., K.B.P.), Washington University in St. Louis, St. Louis, Missouri
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for Corinne M. Merrill
Jennifer M. Strahle
dDepartment of Neurosurgery (J.M.S.), Washington University in St. Louis, St. Louis, Missouri.
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Manu S. Goyal
bMallinckrodt Institute of Radiology (T.W., P.E.B., C.E., P.K.C., M.S.G., H.A.), Washington University in St. Louis, St. Louis, Missouri
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for Manu S. Goyal
Hongyu An
bMallinckrodt Institute of Radiology (T.W., P.E.B., C.E., P.K.C., M.S.G., H.A.), Washington University in St. Louis, St. Louis, Missouri
cDepartment of Neurology (Y.C., H.A.), Washington University in St. Louis, St. Louis, Missouri
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Kamlesh B. Patel
aFrom the Division of Plastic and Reconstructive Surgery (A.D.L., G.B.S., C.M.M., K.B.P.), Washington University in St. Louis, St. Louis, Missouri
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • Article
  • Figures & Data
  • Info & Metrics
  • Responses
  • References
  • PDF
Loading

References

  1. 1.↵
    1. Miglioretti DL,
    2. Johnson E,
    3. Williams A, et al
    . The use of computed tomography in pediatrics and the associated radiation exposure and estimated cancer risk. JAMA Pediatr 2013;167:700–07 doi:10.1001/jamapediatrics.2013.311 pmid:23754213
    CrossRefPubMed
  2. 2.↵
    1. Davis PC
    ; Expert Panel on Neurologic Imaging. Head trauma. AJNR Am J Neuroradiol 2007;28:1619–21 pmid:17846224
    PubMed
  3. 3.↵
    1. Moseley I,
    2. Brant-Zawadski M,
    3. Mills C
    . Nuclear magnetic resonance imaging of the orbit. Br J Ophthalmol 1983;67:333–42 doi:10.1136/bjo.67.6.333 pmid:6849851
    FREE Full Text
  4. 4.↵
    1. Eley KA,
    2. Mcintyre AG,
    3. Watt-Smith SR, et al
    . “Black bone” MRI: a partial flip angle technique for radiation reduction in craniofacial imaging. Br J Radiology 2012;85:272–78 doi:10.1259/bjr/95110289 pmid:22391497
    Abstract/FREE Full Text
  5. 5.↵
    1. Dremmen MHG,
    2. Wagner MW,
    3. Bosemani T, et al
    . Does the addition of a “black bone” sequence to a fast multisequence trauma MR protocol allow MRI to replace CT after traumatic brain injury in children? AJNR Am J Neuroradiol 2017;38:2187–92 doi:10.3174/ajnr.A5405 pmid:28970241
    Abstract/FREE Full Text
  6. 6.↵
    1. Saarikko A,
    2. Mellanen E,
    3. Kuusela L, et al
    . Comparison of black bone MRI and 3D-CT in the preoperative evaluation of patients with craniosynostosis. J Plast Reconstr Aesthet Surg 2020;73:723–31 doi:10.1016/j.bjps.2019.11.006 pmid:31917189
    CrossRefPubMed
  7. 7.↵
    1. Patel KB,
    2. Eldeniz C,
    3. Skolnick GB, et al
    . 3D pediatric cranial bone imaging using high-resolution MRI for visualizing cranial sutures: a pilot study. J Neurosurg Pediatr 2020;26:311–17 doi:10.3171/2020.4.PEDS20131 pmid:32534502
    CrossRefPubMed
  8. 8.↵
    1. Patel KB,
    2. Eldeniz C,
    3. Skolnick GB, et al
    . Cranial vault imaging for pediatric head trauma using a radial VIBE MRI sequence. J Neurosurg Pediatr 2022;30:113–18 doi:10.3171/2022.2.PEDS2224 pmid:35453112
    CrossRefPubMed
  9. 9.↵
    1. Eldeniz C,
    2. Commean PK,
    3. Boroojeni PE, et al
    . Motion-corrected radial head MRI without any navigator, data redundancy or external tracking. Abstract presented at: International Society for Magnetic Resonance in Medicine; May 11, 2022; London, England, United Kingdom. https://submissions.mirasmart.com/ISMRM2022/Itinerary/ConferenceMatrixEventDetail.aspx?ses=G-04
  10. 10.↵
    1. Eshraghi Boroojeni P,
    2. Chen Y,
    3. Commean PK, et al
    . Deep-learning synthesized pseudo-CT for MR high-resolution pediatric cranial bone imaging (MR-HiPCB). Magn Reson Med 2022;88:2285–97 doi:10.1002/mrm.29356 pmid:35713359
    CrossRefPubMed
  11. 11.↵
    1. Peters DC,
    2. Korosec FR,
    3. Grist TM, et al
    . Undersampled projection reconstruction applied to MR angiography. Magn Reson Med 2000;43:91–101 doi:10.1002/(SICI)1522-2594(200001)43:1<91::AID-MRM11>3.0.CO;2-4
    CrossRefPubMedWeb of Science
  12. 12.↵
    1. Chen Y,
    2. Ying C,
    3. Binkley MM, et al
    . Deep learning-based T1-enhanced selection of linear attenuation coefficients (DL-TESLA) for PET/MR attenuation correction in dementia neuroimaging. Magn Reson Med 2021;86:499–513 doi:10.1002/mrm.28689 pmid:33559218
    CrossRefPubMed
  13. 13.↵
    1. Ieva AD,
    2. Audigé L,
    3. Kellman RM, et al
    . The comprehensive AOCMF classification: skull base and cranial vault fractures—level 2 and 3 tutorial. Craniomaxillofac Trauma Reconstr 2014;7:S103–13 doi:10.1055/s-0034-1389563 pmid:25489394
    CrossRefPubMed
  14. 14.↵
    RStudio: integrated development environment for R. RStudio Team. http://www.rstudio.com/ Accessed April 1, 2024
  15. 15.↵
    1. Wiesinger F,
    2. Sacolick LI,
    3. Menini A, et al
    . Zero TE MR bone imaging in the head. Magn Reson Med 2016;75:107–14 doi:10.1002/mrm.25545 pmid:25639956
    CrossRefPubMed
  16. 16.↵
    1. Lee H,
    2. Zhao X,
    3. Song HK, et al
    . Rapid dual-RF, dual-echo, 3D ultrashort echo time craniofacial imaging: a feasibility study. Magn Reson Med 2019;81:3007–16 doi:10.1002/mrm.27625 pmid:30565286
    CrossRefPubMed
  17. 17.↵
    1. Kamona N,
    2. Jones BC,
    3. Lee H, et al
    . Cranial bone imaging using ultrashort echo-time bone-selective MRI as an alternative to gradient-echo based “black-bone” techniques. Magma N MAGMA 2024;37:83–92 doi:10.1007/s10334-023-01125-8 pmid:37934295
    CrossRefPubMed
  18. 18.↵
    1. Kralik SF,
    2. Supakul N,
    3. Wu IC, et al
    . Black bone MRI with 3D reconstruction for the detection of skull fractures in children with suspected abusive head trauma. Neuroradiology 2019;61:81–87 doi:10.1007/s00234-018-2127-9 pmid:30406272
    CrossRefPubMed
  19. 19.↵
    1. Harper NS,
    2. Eddleman S,
    3. Shukla K, et al
    . Radiologic assessment of skull fracture healing in young children. Pediatr Emerg Care 2021;37:213–17 doi:10.1097/PEC.0000000000002215 pmid:32868623
    CrossRefPubMed
PreviousNext
Back to top
Advertisement
Print
Download PDF
Email Article

Thank you for your interest in spreading the word on American Journal of Neuroradiology.

NOTE: We only request your email address so that the person you are recommending the page to knows that you wanted them to see it, and that it is not junk mail. We do not capture any email address.

Enter multiple addresses on separate lines or separate them with commas.
MR Cranial Bone Imaging: Evaluation of Both Motion-Corrected and Automated Deep Learning Pseudo-CT Estimated MR Images
(Your Name) has sent you a message from American Journal of Neuroradiology
(Your Name) thought you would like to see the American Journal of Neuroradiology web site.
CAPTCHA
This question is for testing whether or not you are a human visitor and to prevent automated spam submissions.
Cite this article
Andrew D. Linkugel, Tongyao Wang, Parna Eshraghi Boroojeni, Cihat Eldeniz, Yasheng Chen, Gary B. Skolnick, Paul K. Commean, Corinne M. Merrill, Jennifer M. Strahle, Manu S. Goyal, Hongyu An, Kamlesh B. Patel
MR Cranial Bone Imaging: Evaluation of Both Motion-Corrected and Automated Deep Learning Pseudo-CT Estimated MR Images
American Journal of Neuroradiology Jul 2024, DOI: 10.3174/ajnr.A8335

Citation Manager Formats

  • BibTeX
  • Bookends
  • EasyBib
  • EndNote (tagged)
  • EndNote 8 (xml)
  • Medlars
  • Mendeley
  • Papers
  • RefWorks Tagged
  • Ref Manager
  • RIS
  • Zotero
0 Responses
Respond to this article
Share
Bookmark this article
MR Cranial Bone Imaging: Evaluation of Both Motion-Corrected and Automated Deep Learning Pseudo-CT Estimated MR Images
Andrew D. Linkugel, Tongyao Wang, Parna Eshraghi Boroojeni, Cihat Eldeniz, Yasheng Chen, Gary B. Skolnick, Paul K. Commean, Corinne M. Merrill, Jennifer M. Strahle, Manu S. Goyal, Hongyu An, Kamlesh B. Patel
American Journal of Neuroradiology Jul 2024, DOI: 10.3174/ajnr.A8335
del.icio.us logo Twitter logo Facebook logo Mendeley logo
  • Tweet Widget
  • Facebook Like
  • Google Plus One
Purchase

Jump to section

  • Article
    • Abstract
    • ABBREVIATIONS:
    • METHODS
    • RESULTS
    • DISCUSSION
    • CONCLUSIONS
    • Footnotes
    • References
  • Figures & Data
  • Info & Metrics
  • Responses
  • References
  • PDF

Related Articles

  • No related articles found.
  • PubMed
  • Google Scholar

Cited By...

  • No citing articles found.
  • Crossref (2)
  • Google Scholar

This article has been cited by the following articles in journals that are participating in Crossref Cited-by Linking.

  • Craniofacial Imaging of Pediatric Patients by Ultrashort Echo-Time Bone-Selective MRI in Comparison to CT
    Nada Kamona, Jinggang J. Ng, Yohan Kim, Brian-Tinh D. Vu, Arastoo Vossough, Connor S. Wagner, Holly Cordray, Hyunyeol Lee, Dillan F. Villavisanis, Chamith S. Rajapakse, Scott P. Bartlett, Felix W. Wehrli
    Academic Radiology 2024 31 11
  • Three contrasts in 3 min: Rapid, high‐resolution, and bone‐selective UTE MRI for craniofacial imaging with automated deep‐learning skull segmentation
    Brian‐Tinh Duc Vu, Nada Kamona, Yohan Kim, Jinggang J. Ng, Brandon C. Jones, Felix W. Wehrli, Hee Kwon Song, Scott P. Bartlett, Hyunyeol Lee, Chamith S. Rajapakse
    Magnetic Resonance in Medicine 2025 93 1

More in this TOC Section

  • Neuroimaging Delineation and Progression of SLSMD
  • fetal brain development of 10 weeks gestation
  • CHARGE fetal MRI clival cleft
Show more Pediatric Neuroimaging

Similar Articles

Advertisement

Indexed Content

  • Current Issue
  • Accepted Manuscripts
  • Article Preview
  • Past Issues
  • Editorials
  • Editor's Choice
  • Fellows' Journal Club
  • Letters to the Editor
  • Video Articles

Cases

  • Case Collection
  • Archive - Case of the Week
  • Archive - Case of the Month
  • Archive - Classic Case

More from AJNR

  • Trainee Corner
  • Imaging Protocols
  • MRI Safety Corner
  • Book Reviews

Multimedia

  • AJNR Podcasts
  • AJNR Scantastics

Resources

  • Turnaround Time
  • Submit a Manuscript
  • Submit a Video Article
  • Submit an eLetter to the Editor/Response
  • Manuscript Submission Guidelines
  • Statistical Tips
  • Fast Publishing of Accepted Manuscripts
  • Graphical Abstract Preparation
  • Imaging Protocol Submission
  • Evidence-Based Medicine Level Guide
  • Publishing Checklists
  • Author Policies
  • Become a Reviewer/Academy of Reviewers
  • News and Updates

About Us

  • About AJNR
  • Editorial Board
  • Editorial Board Alumni
  • Alerts
  • Permissions
  • Not an AJNR Subscriber? Join Now
  • Advertise with Us
  • Librarian Resources
  • Feedback
  • Terms and Conditions
  • AJNR Editorial Board Alumni

American Society of Neuroradiology

  • Not an ASNR Member? Join Now

© 2025 by the American Society of Neuroradiology All rights, including for text and data mining, AI training, and similar technologies, are reserved.
Print ISSN: 0195-6108 Online ISSN: 1936-959X

Powered by HighWire