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Research ArticleAdult Brain
Open Access

Imaging-Based Algorithm for the Local Grading of Glioma

E.D.H. Gates, J.S. Lin, J.S. Weinberg, S.S. Prabhu, J. Hamilton, J.D. Hazle, G.N. Fuller, V. Baladandayuthapani, D.T. Fuentes and D. Schellingerhout
American Journal of Neuroradiology March 2020, 41 (3) 400-407; DOI: https://doi.org/10.3174/ajnr.A6405
E.D.H. Gates
aFrom the Departments of Imaging Physics (E.D.H.G., J.S.L., J.D.H., D.T.F.), Neurosurgery (J.S.W., S.S.P.), Pathology (G.N.F.), Neuroradiology (D.S.), and Cancer Systems Imaging (D.S.), University of Texas MD Anderson Cancer Center, Houston, Texas
bUniversity of Texas MD Anderson Cancer Center UTHealth Graduate School of Biomedical Sciences (E.D.H.G.), Houston, Texas
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J.S. Lin
aFrom the Departments of Imaging Physics (E.D.H.G., J.S.L., J.D.H., D.T.F.), Neurosurgery (J.S.W., S.S.P.), Pathology (G.N.F.), Neuroradiology (D.S.), and Cancer Systems Imaging (D.S.), University of Texas MD Anderson Cancer Center, Houston, Texas
cBaylor College of Medicine (J.S.L.), Houston, Texas
dDepartment of Bioengineering (J.S.L.), Rice University, Houston, Texas
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J.S. Weinberg
aFrom the Departments of Imaging Physics (E.D.H.G., J.S.L., J.D.H., D.T.F.), Neurosurgery (J.S.W., S.S.P.), Pathology (G.N.F.), Neuroradiology (D.S.), and Cancer Systems Imaging (D.S.), University of Texas MD Anderson Cancer Center, Houston, Texas
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S.S. Prabhu
aFrom the Departments of Imaging Physics (E.D.H.G., J.S.L., J.D.H., D.T.F.), Neurosurgery (J.S.W., S.S.P.), Pathology (G.N.F.), Neuroradiology (D.S.), and Cancer Systems Imaging (D.S.), University of Texas MD Anderson Cancer Center, Houston, Texas
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J. Hamilton
eRadiology Partners (J.H.), Houston, Texas
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J.D. Hazle
aFrom the Departments of Imaging Physics (E.D.H.G., J.S.L., J.D.H., D.T.F.), Neurosurgery (J.S.W., S.S.P.), Pathology (G.N.F.), Neuroradiology (D.S.), and Cancer Systems Imaging (D.S.), University of Texas MD Anderson Cancer Center, Houston, Texas
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G.N. Fuller
aFrom the Departments of Imaging Physics (E.D.H.G., J.S.L., J.D.H., D.T.F.), Neurosurgery (J.S.W., S.S.P.), Pathology (G.N.F.), Neuroradiology (D.S.), and Cancer Systems Imaging (D.S.), University of Texas MD Anderson Cancer Center, Houston, Texas
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V. Baladandayuthapani
fDepartment of Computational Medicine and Bioinformatics (V.B.), University of Michigan School of Public Health, Ann Arbor, Michigan.
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D.T. Fuentes
aFrom the Departments of Imaging Physics (E.D.H.G., J.S.L., J.D.H., D.T.F.), Neurosurgery (J.S.W., S.S.P.), Pathology (G.N.F.), Neuroradiology (D.S.), and Cancer Systems Imaging (D.S.), University of Texas MD Anderson Cancer Center, Houston, Texas
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D. Schellingerhout
aFrom the Departments of Imaging Physics (E.D.H.G., J.S.L., J.D.H., D.T.F.), Neurosurgery (J.S.W., S.S.P.), Pathology (G.N.F.), Neuroradiology (D.S.), and Cancer Systems Imaging (D.S.), University of Texas MD Anderson Cancer Center, Houston, Texas
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Article Information

vol. 41 no. 3 400-407
DOI 
https://doi.org/10.3174/ajnr.A6405
PubMed 
32029466

Published By 
American Journal of Neuroradiology
Print ISSN 
0195-6108
Online ISSN 
1936-959X
History 
  • Received October 22, 2019
  • Accepted after revision December 16, 2019
  • Published online March 17, 2020.

Copyright & Usage 
© 2020 by American Journal of Neuroradiology Indicates open access to non-subscribers at www.ajnr.org

Author Information

  1. E.D.H. Gatesa,b,
  2. J.S. Lina,c,d,
  3. J.S. Weinberga,
  4. S.S. Prabhua,
  5. J. Hamiltone,
  6. J.D. Hazlea,
  7. G.N. Fullera,
  8. V. Baladandayuthapanif,
  9. D.T. Fuentesa and
  10. D. Schellingerhouta
  1. aFrom the Departments of Imaging Physics (E.D.H.G., J.S.L., J.D.H., D.T.F.), Neurosurgery (J.S.W., S.S.P.), Pathology (G.N.F.), Neuroradiology (D.S.), and Cancer Systems Imaging (D.S.), University of Texas MD Anderson Cancer Center, Houston, Texas
  2. bUniversity of Texas MD Anderson Cancer Center UTHealth Graduate School of Biomedical Sciences (E.D.H.G.), Houston, Texas
  3. cBaylor College of Medicine (J.S.L.), Houston, Texas
  4. dDepartment of Bioengineering (J.S.L.), Rice University, Houston, Texas
  5. eRadiology Partners (J.H.), Houston, Texas
  6. fDepartment of Computational Medicine and Bioinformatics (V.B.), University of Michigan School of Public Health, Ann Arbor, Michigan.
  1. Please address correspondence to Dawid Schellingerhout, MD, Neuroradiology and Cancer Systems Imaging, University of Texas MD Anderson Cancer Center, 1400 Pressler St, Unit 1482, Houston, TX 77030; e-mail: Dawid.Schellingerhout{at}mdanderson.org
View Full Text

Funding

  • Partial support for this study are provided by the Dunn Chair funds (to Dr Bill Murphy), the M D Anderson Cancer Center Internal Research Grant and Clinical Research Support mechanisms for physician-sponsored clinical trials, and the Greenspun neurosurgical research fund.

  • National Cancer Institute

    P30 CA016672; R01-CA160736; R01-CA194391

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E.D.H. Gates, J.S. Lin, J.S. Weinberg, S.S. Prabhu, J. Hamilton, J.D. Hazle, G.N. Fuller, V. Baladandayuthapani, D.T. Fuentes, D. Schellingerhout
Imaging-Based Algorithm for the Local Grading of Glioma
American Journal of Neuroradiology Mar 2020, 41 (3) 400-407; DOI: 10.3174/ajnr.A6405

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Imaging-Based Algorithm for the Local Grading of Glioma
E.D.H. Gates, J.S. Lin, J.S. Weinberg, S.S. Prabhu, J. Hamilton, J.D. Hazle, G.N. Fuller, V. Baladandayuthapani, D.T. Fuentes, D. Schellingerhout
American Journal of Neuroradiology Mar 2020, 41 (3) 400-407; DOI: 10.3174/ajnr.A6405
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Cited By...

  • Estimating Local Cellular Density in Glioma Using MR Imaging Data
  • Crossref (12)
  • Google Scholar

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

  • Accuracy of Machine Learning Algorithms for the Classification of Molecular Features of Gliomas on MRI: A Systematic Literature Review and Meta-Analysis
    Evi J. van Kempen, Max Post, Manoj Mannil, Benno Kusters, Mark ter Laan, Frederick J. A. Meijer, Dylan J. H. A. Henssen
    Cancers 2021 13 11
  • Path Laplacians versus fractional Laplacians as nonlocal operators on networks
    Ernesto Estrada
    New Journal of Physics 2021 23 7
  • Estimating Local Cellular Density in Glioma Using MR Imaging Data
    E.D.H. Gates, J.S. Weinberg, S.S. Prabhu, J.S. Lin, J. Hamilton, J.D. Hazle, G.N. Fuller, V. Baladandayuthapani, D.T. Fuentes, D. Schellingerhout
    American Journal of Neuroradiology 2021 42 1
  • Multimodal MRI Analysis of Cervical Cancer on the Basis of Artificial Intelligence Algorithm
    Bin Wang, Yuanyuan Zhang, Chunyan Wu, Fen Wang, Yuvaraja Teekaraman
    Contrast Media & Molecular Imaging 2021 2021
  • Diagnosis and Nursing Intervention of Gynecological Ovarian Endometriosis with Magnetic Resonance Imaging under Artificial Intelligence Algorithm
    Nijie Jiang, Hong Xie, Jiao Lin, Yun Wang, Yanan Yin, Arpit Bhardwaj
    Computational Intelligence and Neuroscience 2022 2022
  • A Novel Mixed Convolution Transformer Model for the Fast and Accurate Diagnosis of Glioma Subtypes
    S. M. Nuruzzaman Nobel, S. M. Masfequier Rahman Swapno, Md Babul Islam, AKM Azad, Salem A. Alyami, Md Alamin, Pietro Liò, Mohammad Ali Moni
    Advanced Intelligent Systems 2025 7 5
  • Exploring alternative approaches to precision medicine through genomics and artificial intelligence – a systematic review
    Hassan Mumtaz, Muhammad Saqib, Sidra Jabeen, Muhammad Muneeb, Wajiha Mughal, Hassan Sohail, Myra Safdar, Qasim Mehmood, Muhammad Ahsan Khan, Syed Muhammad Ismail
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  • Towards effective machine learning in medical imaging analysis: A novel approach and expert evaluation of high-grade glioma ‘ground truth’ simulation on MRI
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    International Journal of Medical Informatics 2021 146
  • Machine learning in neuro-oncology: toward novel development fields
    Vincenzo Di Nunno, Mario Fordellone, Giuseppe Minniti, Sofia Asioli, Alfredo Conti, Diego Mazzatenta, Damiano Balestrini, Paolo Chiodini, Raffaele Agati, Caterina Tonon, Alicia Tosoni, Lidia Gatto, Stefania Bartolini, Raffaele Lodi, Enrico Franceschi
    Journal of Neuro-Oncology 2022 159 2
  • Transparency and Representation in Clinical Research Utilizing Artificial Intelligence in Oncology: A Scoping Review
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