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
Open Access

Automatic Quantification of Normal Brain Gyrification Patterns and Changes in Fetuses with Polymicrogyria and Lissencephaly Based on MRI

Bossmat Yehuda, Aviad Rabinowich, Daphna Link-Sourani, Netanell Avisdris, Ori Ben-Zvi, Bella Specktor-Fadida, Leo Joskowicz, Liat Ben-Sira, Elka Miller and Dafna Ben Bashat
American Journal of Neuroradiology December 2023, 44 (12) 1432-1439; DOI: https://doi.org/10.3174/ajnr.A8046
Bossmat Yehuda
aFrom the Sagol Brain Institute (B.Y., A.R., D.L.-S., N.A., O.B.-Z., D.B.B.), Tel Aviv Sourasky Medical Center, Tel Aviv, Israel
bSagol School of Neuroscience (B.Y., L.B.-S., D.B.B.), Tel Aviv University, Tel Aviv, Israel
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for Bossmat Yehuda
Aviad Rabinowich
aFrom the Sagol Brain Institute (B.Y., A.R., D.L.-S., N.A., O.B.-Z., D.B.B.), Tel Aviv Sourasky Medical Center, Tel Aviv, Israel
cSackler Faculty of Medicine (A.R., L.B.-S., D.B.B.), Tel Aviv University, Tel Aviv, Israel
eDivision of Radiology (A.R., L.B.-S.), Tel Aviv Sourasky Medical Center, Tel Aviv, Israel
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for Aviad Rabinowich
Daphna Link-Sourani
aFrom the Sagol Brain Institute (B.Y., A.R., D.L.-S., N.A., O.B.-Z., D.B.B.), Tel Aviv Sourasky Medical Center, Tel Aviv, Israel
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for Daphna Link-Sourani
Netanell Avisdris
aFrom the Sagol Brain Institute (B.Y., A.R., D.L.-S., N.A., O.B.-Z., D.B.B.), Tel Aviv Sourasky Medical Center, Tel Aviv, Israel
dSchool of Computer Science and Engineering (N.A., L.J.), The Hebrew University of Jerusalem, Jerusalem, Israel
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for Netanell Avisdris
Ori Ben-Zvi
aFrom the Sagol Brain Institute (B.Y., A.R., D.L.-S., N.A., O.B.-Z., D.B.B.), Tel Aviv Sourasky Medical Center, Tel Aviv, Israel
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for Ori Ben-Zvi
Bella Specktor-Fadida
gSchool of Computer Science and Engineering (B.S.-F.), The Hebrew University of Jerusalem, Israel
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Leo Joskowicz
dSchool of Computer Science and Engineering (N.A., L.J.), The Hebrew University of Jerusalem, Jerusalem, Israel
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for Leo Joskowicz
Liat Ben-Sira
bSagol School of Neuroscience (B.Y., L.B.-S., D.B.B.), Tel Aviv University, Tel Aviv, Israel
cSackler Faculty of Medicine (A.R., L.B.-S., D.B.B.), Tel Aviv University, Tel Aviv, Israel
eDivision of Radiology (A.R., L.B.-S.), Tel Aviv Sourasky Medical Center, Tel Aviv, Israel
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for Liat Ben-Sira
Elka Miller
fDepartment of Medical Imaging (E.M.), Children's Hospital of Eastern Ontario, University of Ottawa, Ottawa, Ontario, Canada
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for Elka Miller
Dafna Ben Bashat
aFrom the Sagol Brain Institute (B.Y., A.R., D.L.-S., N.A., O.B.-Z., D.B.B.), Tel Aviv Sourasky Medical Center, Tel Aviv, Israel
bSagol School of Neuroscience (B.Y., L.B.-S., D.B.B.), Tel Aviv University, Tel Aviv, Israel
cSackler Faculty of Medicine (A.R., L.B.-S., D.B.B.), Tel Aviv University, Tel Aviv, Israel
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • ORCID record for Dafna Ben Bashat
  • Article
  • Figures & Data
  • Supplemental
  • Info & Metrics
  • Responses
  • References
  • PDF
Loading

References

  1. 1.↵
    1. Fogliarini C,
    2. Chaumoitre K,
    3. Chapon F, et al
    . Assessment of cortical maturation with prenatal MRI, Part I: normal cortical maturation. Eur Radiol 2005;15:1671–85 doi:10.1007/s00330-005-2782-1 pmid:15856237
    CrossRefPubMedWeb of Science
  2. 2.↵
    1. Dubois J,
    2. Dehaene-Lambertz G
    . Fetal and postnatal development of the cortex: MRI and genetics. Brain Mapping: An Encyclopedic Reference 2015;2:11–19 doi:10.1016/B978-0-12-397025-1.00194-9
    CrossRef
  3. 3.↵
    1. Garel C,
    2. Chantrel E,
    3. Brisse H, et al
    . Fetal cerebral cortex: normal gestational landmarks identified using prenatal MR imaging. AJNR Am J Neuroradiol 2001;22:184–89 pmid:11158907
    Abstract/FREE Full Text
  4. 4.↵
    1. Dubois J,
    2. Lefèvre J,
    3. Angleys H, et al
    . The dynamics of cortical folding waves and prematurity-related deviations revealed by spatial and spectral analysis of gyrification. Neuroimage 2019;185:934–46 doi:10.1016/j.neuroimage.2018.03.005 pmid:29522888
    CrossRefPubMed
  5. 5.↵
    1. Dubois J,
    2. Benders M,
    3. Borradori-Tolsa C, et al
    . Primary cortical folding in the human newborn: an early marker of later functional development. Brain 2008;131:2028–41 doi:10.1093/brain/awn137 pmid:18587151
    CrossRefPubMedWeb of Science
  6. 6.↵
    1. Garel C
    . MRI of the Fetal Brain Normal Development and Cerebral Pathologies. Springer-Verlag; 2004
  7. 7.↵
    1. Barkovich AJ
    . MRI analysis of sulcation morphology in polymicrogyria. Epilesia 2010;51:17–22 doi:10.1111/j.1528-1167.2009.02436.x pmid:20331706
    CrossRefPubMed
  8. 8.↵
    1. Schmitt S,
    2. Ringwald KG,
    3. Meller T, et al
    . European Archives of Psychiatry and Clinical Neuroscience. Associations of gestational age with gyrification and neurocognition in healthy adults. Eur Arch Psychiatry Clin Neurosci 2023;273:467–79 doi:10.1007/s00406-022-01454-0 pmid:35904633
    CrossRefPubMed
  9. 9.↵
    1. Cassart M,
    2. Garel C
    . European overview of current practice of fetal imaging by pediatric radiologists: a new task force is launched. Pediatr Radiol 2020;50:1794–98 doi:10.1007/s00247-020-04710-4 pmid:32556810
    CrossRefPubMed
  10. 10.↵
    1. Garel C
    . Fetal cerebral biometry: normal parenchymal findings and ventricular size. Eur Radiol 2005;15:809–13 doi:10.1007/s00330-004-2610-z pmid:15726378
    CrossRefPubMed
  11. 11.↵
    1. Epstein KN,
    2. Kline-Fath BM,
    3. Zhang B, et al
    . Prenatal evaluation of intracranial hemorrhage on fetal MRI: a retrospective review. AJNR Am J Neuroradiol 2021;42:2222–28 doi:10.3174/ajnr.A7320 pmid:34711550
    Abstract/FREE Full Text
  12. 12.↵
    1. Wilson M,
    2. Muir K,
    3. Reddy D, et al
    . Prognostic accuracy of fetal MRI in predicting postnatal neurodevelopmental outcome. AJNR Am J Neuroradiol 2020;41:2146–54 doi:10.3174/ajnr.A6770 pmid:32943421
    Abstract/FREE Full Text
  13. 13.↵
    1. Jaimes C,
    2. Rofeberg V,
    3. Stopp C, et al
    . Association of isolated congenital heart disease with fetal brain maturation. AJNR Am J Neuroradiol 2020;41:1525–31 doi:10.3174/ajnr.A6635 pmid:32646947
    Abstract/FREE Full Text
  14. 14.↵
    1. Papaioannou G,
    2. Klein W,
    3. Cassart M, et al
    . Indications for magnetic resonance imaging of the fetal central nervous system: recommendations from the European Society of Paediatric Radiology Fetal Task Force. Pediatr Radiol 2023;53:297–312 doi:10.1007/s00247-022-05495-4 pmid:36161506
    CrossRefPubMed
  15. 15.↵
    1. Rima Valevičien N,
    2. Varyt G,
    3. Zakarevičien J, et al
    . Use of magnetic resonance imaging in evaluating fetal brain and abdomen malformations during pregnancy. Medicina (B Aires) 2019;55:55 doi:10.3390/medicina55020055
    CrossRef
  16. 16.↵
    1. Raafat M,
    2. Hosny SM,
    3. Sheta GA, et al
    . Role of fetal MRI to diagnose abnormal cerebral ventricular system and associated fetal brain anomalies. Egypt J Radiol Nucl Med 2022;53:85 doi:10.1186/s43055-022-00757-5
    CrossRef
  17. 17.↵
    1. Zilles K,
    2. Armstrong E,
    3. Schleicher A, et al
    . The human pattern of gyrification in the cerebral cortex. Anat Embryol (Berl) 1988;179:173–79 doi:10.1007/BF00304699 pmid:3232854
    CrossRefPubMed
  18. 18.↵
    1. Shimony JS,
    2. Smyser CD,
    3. Wideman G, et al
    . Comparison of cortical folding measures for evaluation of developing human brain. Neuroimage 2016;125:780–90 doi:10.1016/j.neuroimage.2015.11.001 pmid:26550941
    CrossRefPubMed
  19. 19.↵
    1. Luders E,
    2. Thompson PM,
    3. Narr KL, et al
    . A curvature-based approach to estimate local gyrification on the cortical surface. Neuroimage 2006;29:1224–30 doi:10.1016/j.neuroimage.2005.08.049 pmid:16223589
    CrossRefPubMedWeb of Science
  20. 20.↵
    1. Wright R,
    2. Kyriakopoulou V,
    3. Ledig C, et al
    . Automatic quantification of normal cortical folding patterns from fetal brain MRI. Neuroimage 2014;91:21–32 doi:10.1016/j.neuroimage.2014.01.034 pmid:24473102
    CrossRefPubMedWeb of Science
  21. 21.↵
    1. Lefèvre J,
    2. Germanaud D,
    3. Dubois J, et al
    . Are developmental trajectories of cortical folding comparable between cross-sectional datasets of fetuses and preterm newborns? Cereb Cortex 2016;26:3023–35 doi:10.1093/cercor/bhv123 pmid:26045567
    CrossRefPubMed
  22. 22.↵
    1. Raznahan A,
    2. Shaw P,
    3. Lalonde F, et al
    . How does your cortex grow? J Neurosci 2011;31:7174–77 doi:10.1523/JNEUROSCI.0054-11.2011 pmid:21562281
    Abstract/FREE Full Text
  23. 23.↵
    1. Duvernoy CS,
    2. Smith DE,
    3. Manohar P, et al
    . Gender differences in adverse outcomes after contemporary percutaneous coronary intervention: an analysis from the Blue Cross Blue Shield of Michigan Cardiovascular Consortium (BMC2) percutaneous coronary intervention registry. Am Heart J 2010;159:677–83.e1 doi:10.1016/j.ahj.2009.12.040 pmid:20362729
    CrossRefPubMedWeb of Science
  24. 24.↵
    1. Luders E,
    2. Narr KL,
    3. Bilder RM, et al
    . Mapping the relationship between cortical convolution and intelligence: effects of gender. Cereb Cortex 2008;18:2019–26 doi:10.1093/cercor/bhm227 pmid:18089578
    CrossRefPubMedWeb of Science
  25. 25.↵
    1. Lohmann G
    . Extracting line representations of sulcal and gyral patterns in MR images of the human brain. IEEE Trans Med Imaging 1998;17:1040–48 doi:10.1109/42.746714 pmid:10048861
    CrossRefPubMedWeb of Science
  26. 26.↵
    1. Chen H,
    2. Li Y,
    3. Ge F, et al
    . Gyral net: a new representation of cortical folding organization. Med Image Anal 2017;42:14–25 doi:10.1016/j.media.2017.07.001 pmid:28732269
    CrossRefPubMed
  27. 27.↵
    1. Im K,
    2. Pienaar R,
    3. Paldino MJ, et al
    . Quantification and discrimination of abnormal sulcal patterns in polymicrogyria. Cereb Cortex 2013;23:3007–15 doi:10.1093/cercor/bhs292 pmid:22989584
    CrossRefPubMedWeb of Science
  28. 28.↵
    1. Rajagopalan V,
    2. Scott J,
    3. Habas PA, et al
    . Quantitative in vivo MRI measurement of cortical development in the fetus. Brain Struct Funct 2012;217:127–39 doi:10.1007/s00429-011-0325-x pmid:21562906
    CrossRefPubMed
  29. 29.↵
    1. Rajagopalan V,
    2. Scott J,
    3. Habas PA, et al
    . Local tissue growth patterns underlying normal fetal human brain gyrification quantified in utero. J Neurosci 2011;31:2878–87 doi:10.1523/JNEUROSCI.5458-10.2011 pmid:21414909
    Abstract/FREE Full Text
  30. 30.↵
    1. Habas PA,
    2. Scott JA,
    3. Roosta A, et al
    . Early folding patterns and asymmetries of the normal human brain detected from in utero MRI. Cereb Cortex 2012;22:13–25 doi:10.1093/cercor/bhr053 pmid:21571694
    CrossRefPubMedWeb of Science
  31. 31.↵
    1. Im K,
    2. Guimaraes A,
    3. Kim Y, et al
    . Quantitative folding pattern analysis of early primary sulci in human fetuses with brain abnormalities. AJNR Am J Neuroradiol 2017;38:1449–55 doi:10.3174/ajnr.A5217 pmid:28522661
    Abstract/FREE Full Text
  32. 32.↵
    1. Wu J,
    2. Awate SP,
    3. Licht DJ, et al
    . Assessment of MRI-based automated fetal cerebral cortical folding measures in prediction of gestational age in the third trimester. AJNR Am J Neuroradiol 2015;36:1369–74 doi:10.3174/ajnr.A4357 pmid:26045578
    Abstract/FREE Full Text
  33. 33.↵
    1. Dudovitch G,
    2. Link-Sourani D,
    3. Ben Sira L, et al
    . Deep learning automatic fetal structures segmentation in MRI scans with few annotated datasets. In: Proceedings of the International Conference on Medical Image Computing and Computer-Assisted Intervention, October 4–8, 2020; Virtual: 365–74
  34. 34.↵
    1. Ori Ben Z,
    2. Netanell A,
    3. Bossmat Y, et al
    . Automatic segmentation of fetal brain components from MRI using deep learning. In: Annual Meeting and Exhibition of the International Society for Magnetic Resonance in Medicine and the Society of MR Radiographers and Technologists, May 15-20, 2021; Virtual
  35. 35.↵
    1. Borghi E,
    2. de Onis M,
    3. Garza C, et al
    ; WHO Multicentre Growth Reference Study Group. Construction of the World Health Organization child growth standards: selection of methods for attained growth curves. Stat Med 2006;25:247–65 doi:10.1002/sim.2227 pmid:16143968
    CrossRefPubMedWeb of Science
  36. 36.↵
    1. Benjamini Y,
    2. Yekutieli D
    . The control of the false discovery rate in multiple testing under dependency. Ann Statist 2001;29:1165–88 doi:10.1214/aos/1013699998
    CrossRef
  37. 37.↵
    1. Benjamini Y,
    2. Yekutieli D
    . False discovery rate: adjusted multiple confidence intervals for selected parameters. J Am Stat Assoc 2005;100:71–81 doi:10.1198/016214504000001907
    CrossRefWeb of Science
  38. 38.↵
    1. Rigby RA,
    2. Stasinopoulos DM
    . Generalized additive models for location, scale and shape. Appl Statist 2005;54:507–54
    CrossRef
  39. 39.↵
    1. Righini A,
    2. Zirpoli S,
    3. Mrakic F, et al
    . Early prenatal MR imaging diagnosis of polymicrogyria. AJNR Am J Neuroradiol 2004;25:343–46 pmid:14970044
    PubMedWeb of Science
  40. 40.↵
    1. Dhombres F,
    2. Nahama-Allouche C,
    3. Gelot A, et al
    . Prenatal ultrasonographic diagnosis of polymicrogyria. Ultrasound Obstet Gynecol 2008;32:951–54 doi:10.1002/uog.6251 pmid:18991326
    CrossRefPubMed
  41. 41.↵
    1. Breiman L
    . Random Forests. Springer Link; 2001
  42. 42.↵
    1. Chang CC,
    2. Lin CJ
    . LIBSVM: A Library for Support Vector Machines. ACM Transactions on Intelligent Systems and Technology. Vol 2. 2001
  43. 43.↵
    1. Chen T,
    2. He T
    . XGBoost: Extreme Gradient Boosting. R package version 0.4-2 1.4 (2015): 1–4.
  44. 44.↵
    1. Chawla NV,
    2. Bowyer KW,
    3. Hall LO, et al
    . SMOTE: Synthetic Minority Over-Sampling Technique. J Artif Intell Res 2002;16:321–57
    CrossRefPubMed
  45. 45.↵
    1. Chicco D,
    2. Jurman G
    . The advantages of the Matthews correlation coefficient (MCC) over F1 score and accuracy in binary classification evaluation. BMC Genomics 2020;21:6 doi:10.1186/s12864-019-6413-7 pmid:31898477
    CrossRefPubMed
  46. 46.↵
    1. Dubois J,
    2. Benders M,
    3. Cachia A, et al
    . Mapping the early cortical folding process in the preterm newborn brain. Cereb Cortex 2008;18:1444–54 doi:10.1093/cercor/bhm180 pmid:17934189
    CrossRefPubMedWeb of Science
  47. 47.↵
    1. Janssen J,
    2. Diáz-Caneja CM,
    3. Alloza C, et al
    . Dissimilarity in sulcal width patterns in the cortex can be used to identify patients with schizophrenia with extreme deficits in cognitive performance. Schizophr Bull 2021;47:552–61 doi:10.1093/schbul/sbaa131 pmid:32964935
    CrossRefPubMed
  48. 48.↵
    1. Kasprian G,
    2. Langs G,
    3. Brugger PC, et al
    . The prenatal origin of hemispheric asymmetry: an in utero neuroimaging study. Cereb Cortex 2011;21:1076–83 doi:10.1093/cercor/bhq179 pmid:20851852
    CrossRefPubMedWeb of Science
PreviousNext
Back to top

In this issue

American Journal of Neuroradiology: 44 (12)
American Journal of Neuroradiology
Vol. 44, Issue 12
1 Dec 2023
  • Table of Contents
  • Index by author
  • Complete Issue (PDF)
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.
Automatic Quantification of Normal Brain Gyrification Patterns and Changes in Fetuses with Polymicrogyria and Lissencephaly Based on MRI
(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
Bossmat Yehuda, Aviad Rabinowich, Daphna Link-Sourani, Netanell Avisdris, Ori Ben-Zvi, Bella Specktor-Fadida, Leo Joskowicz, Liat Ben-Sira, Elka Miller, Dafna Ben Bashat
Automatic Quantification of Normal Brain Gyrification Patterns and Changes in Fetuses with Polymicrogyria and Lissencephaly Based on MRI
American Journal of Neuroradiology Dec 2023, 44 (12) 1432-1439; DOI: 10.3174/ajnr.A8046

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
Brain Gyrification Patterns in Polymicrogyria
Bossmat Yehuda, Aviad Rabinowich, Daphna Link-Sourani, Netanell Avisdris, Ori Ben-Zvi, Bella Specktor-Fadida, Leo Joskowicz, Liat Ben-Sira, Elka Miller, Dafna Ben Bashat
American Journal of Neuroradiology Dec 2023, 44 (12) 1432-1439; DOI: 10.3174/ajnr.A8046
del.icio.us logo Twitter logo Facebook logo Mendeley logo
  • Tweet Widget
  • Facebook Like
  • Google Plus One
Purchase

Jump to section

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

Related Articles

  • PubMed
  • Google Scholar

Cited By...

  • No citing articles found.
  • Crossref (3)
  • Google Scholar

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

  • Anomaly Detection and Artificial Intelligence Identified the Pathogenic Role of Apoptosis and RELB Proto-Oncogene, NF-kB Subunit in Diffuse Large B-Cell Lymphoma
    Joaquim Carreras, Rifat Hamoudi
    BioMedInformatics 2024 4 2
  • Bridging gaps in artificial intelligence adoption for maternal-fetal and obstetric care: Unveiling transformative capabilities and challenges
    Kalyan Tadepalli, Abhijit Das, Tanushree Meena, Sudipta Roy
    Computer Methods and Programs in Biomedicine 2025 263
  • Reduced gyrification in fetal growth restriction with prenatal magnetic resonance images
    Bossmat Yehuda, Aviad Rabinowich, Ayala Zilberman, Yair Wexler, Karina Krajden Haratz, Elka Miller, Liat Ben Sira, Liran Hiersch, Dafna Ben Bashat
    Cerebral Cortex 2024 34 6

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