ArticleRadiology. Artificial intelligence2024
Two-Stage Training Framework Using Multicontrast MRI Radiomics for
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Article in Radiology. Artificial intelligence, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 13 papers, 1 of them a synthesis that pooled it.
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13citing papers in PubMed, 1 pooled it
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Who cites it
13 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Predictive performance of MRI and CT radiomics in predicting the response to induction chemotherapy in nasopharyngeal carcinoma: a network meta-analysis.Frontiers in oncology · 2025Pooled it
- 3D radiomics profiling of thyroid tumors using micro-CT.Scientific reports · 2026Article
- Influence of image preprocessing on reproducibility and longitudinal repeatability analysis of radiomics features in magnetic resonance image-guided accelerator imaging.Quantitative imaging in medicine and surgery · 2026Article
- The University of Texas Southwestern Glioma Dataset - MRI, Molecular Markers and Segmentations.Scientific data · 2026Article
- Cellularity habitat-based MRI radiomics for non-invasive grading and IDH mutation prediction in adult-type diffuse glioma.BMC medical imaging · 2026Article
- IDH mutation prediction in non-enhancing gliomas with relaxed T2-FLAIR mismatch and fractal dimension: a two-center study.BMC medical imaging · 2026Article
- Progress in the study of molecular markers in the prognosis assessment and recurrence patterns of glioblastoma.Cancer biology & therapy · 2025Review
- Categorical and phenotypic image synthetic learning as an alternative to federated learning.Nature communications · 2025Article
- A three-classification machine learning model for non-invasive prediction of molecular subtypes in diffuse glioma: a two-center study.Quantitative imaging in medicine and surgery · 2025Article
- Mitigating Data Scarcity in the Classification of Glioma Molecular Subtypes: The Power of Generative Imaging.Proceedings of SPIE--the International Society for Optical Engineering · 2025Article
- Using partially shared radiomics features to simultaneously identify isocitrate dehydrogenase mutation status and epilepsy in glioma patients from MRI images.Scientific reports · 2025Article
- [A predictive model for survival outcomes of glioma patients based on multi-parametric, multi-regional MRI radiomics features and clinical features].Nan fang yi ke da xue xue bao = Journal of Southern Medical University · 2024Article
- Bridging Pixels to Genes.Radiology. Artificial intelligence · 2024Article
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Authors and funding
15 authors.
Nghi C D TruongFrom the Departments of Radiology (N.C.D.T., C.G.B.Y., B.C.W., J.M.H., D.R., N.S., B.F., M.C.P., A.J.M., J.A.M.), Pathology (K.J.H.), and Neurologic Surgery (T.R.P.), The University of Texas Southwestern Medical Center, 5323 Harry Hines Blvd, Dallas, TX 75390; Department of Bioengineering, The University of Texas at Dallas, Richardson, Tex (B.F.); Departments of Radiology (M.D.L., R.J.) and Neurosurgery (R.J.), New York University Grossman School of Medicine, New York, NY; and Department of Radiology, University of Wisconsin-Madison, Madison, Wis (R.J.B.).ORCID 0000-0002-2195-3850
Chandan Ganesh Bangalore YoganandaFrom the Departments of Radiology (N.C.D.T., C.G.B.Y., B.C.W., J.M.H., D.R., N.S., B.F., M.C.P., A.J.M., J.A.M.), Pathology (K.J.H.), and Neurologic Surgery (T.R.P.), The University of Texas Southwestern Medical Center, 5323 Harry Hines Blvd, Dallas, TX 75390; Department of Bioengineering, The University of Texas at Dallas, Richardson, Tex (B.F.); Departments of Radiology (M.D.L., R.J.) and Neurosurgery (R.J.), New York University Grossman School of Medicine, New York, NY; and Department of Radiology, University of Wisconsin-Madison, Madison, Wis (R.J.B.).
Benjamin C WagnerFrom the Departments of Radiology (N.C.D.T., C.G.B.Y., B.C.W., J.M.H., D.R., N.S., B.F., M.C.P., A.J.M., J.A.M.), Pathology (K.J.H.), and Neurologic Surgery (T.R.P.), The University of Texas Southwestern Medical Center, 5323 Harry Hines Blvd, Dallas, TX 75390; Department of Bioengineering, The University of Texas at Dallas, Richardson, Tex (B.F.); Departments of Radiology (M.D.L., R.J.) and Neurosurgery (R.J.), New York University Grossman School of Medicine, New York, NY; and Department of Radiology, University of Wisconsin-Madison, Madison, Wis (R.J.B.).ORCID 0000-0003-2835-986X
James M HolcombFrom the Departments of Radiology (N.C.D.T., C.G.B.Y., B.C.W., J.M.H., D.R., N.S., B.F., M.C.P., A.J.M., J.A.M.), Pathology (K.J.H.), and Neurologic Surgery (T.R.P.), The University of Texas Southwestern Medical Center, 5323 Harry Hines Blvd, Dallas, TX 75390; Department of Bioengineering, The University of Texas at Dallas, Richardson, Tex (B.F.); Departments of Radiology (M.D.L., R.J.) and Neurosurgery (R.J.), New York University Grossman School of Medicine, New York, NY; and Department of Radiology, University of Wisconsin-Madison, Madison, Wis (R.J.B.).
Divya ReddyFrom the Departments of Radiology (N.C.D.T., C.G.B.Y., B.C.W., J.M.H., D.R., N.S., B.F., M.C.P., A.J.M., J.A.M.), Pathology (K.J.H.), and Neurologic Surgery (T.R.P.), The University of Texas Southwestern Medical Center, 5323 Harry Hines Blvd, Dallas, TX 75390; Department of Bioengineering, The University of Texas at Dallas, Richardson, Tex (B.F.); Departments of Radiology (M.D.L., R.J.) and Neurosurgery (R.J.), New York University Grossman School of Medicine, New York, NY; and Department of Radiology, University of Wisconsin-Madison, Madison, Wis (R.J.B.).
Niloufar SaadatFrom the Departments of Radiology (N.C.D.T., C.G.B.Y., B.C.W., J.M.H., D.R., N.S., B.F., M.C.P., A.J.M., J.A.M.), Pathology (K.J.H.), and Neurologic Surgery (T.R.P.), The University of Texas Southwestern Medical Center, 5323 Harry Hines Blvd, Dallas, TX 75390; Department of Bioengineering, The University of Texas at Dallas, Richardson, Tex (B.F.); Departments of Radiology (M.D.L., R.J.) and Neurosurgery (R.J.), New York University Grossman School of Medicine, New York, NY; and Department of Radiology, University of Wisconsin-Madison, Madison, Wis (R.J.B.).
Kimmo J HatanpaaFrom the Departments of Radiology (N.C.D.T., C.G.B.Y., B.C.W., J.M.H., D.R., N.S., B.F., M.C.P., A.J.M., J.A.M.), Pathology (K.J.H.), and Neurologic Surgery (T.R.P.), The University of Texas Southwestern Medical Center, 5323 Harry Hines Blvd, Dallas, TX 75390; Department of Bioengineering, The University of Texas at Dallas, Richardson, Tex (B.F.); Departments of Radiology (M.D.L., R.J.) and Neurosurgery (R.J.), New York University Grossman School of Medicine, New York, NY; and Department of Radiology, University of Wisconsin-Madison, Madison, Wis (R.J.B.).ORCID 0000-0002-9910-9828
Toral R PatelFrom the Departments of Radiology (N.C.D.T., C.G.B.Y., B.C.W., J.M.H., D.R., N.S., B.F., M.C.P., A.J.M., J.A.M.), Pathology (K.J.H.), and Neurologic Surgery (T.R.P.), The University of Texas Southwestern Medical Center, 5323 Harry Hines Blvd, Dallas, TX 75390; Department of Bioengineering, The University of Texas at Dallas, Richardson, Tex (B.F.); Departments of Radiology (M.D.L., R.J.) and Neurosurgery (R.J.), New York University Grossman School of Medicine, New York, NY; and Department of Radiology, University of Wisconsin-Madison, Madison, Wis (R.J.B.).ORCID 0000-0002-8388-8206
Baowei FeiFrom the Departments of Radiology (N.C.D.T., C.G.B.Y., B.C.W., J.M.H., D.R., N.S., B.F., M.C.P., A.J.M., J.A.M.), Pathology (K.J.H.), and Neurologic Surgery (T.R.P.), The University of Texas Southwestern Medical Center, 5323 Harry Hines Blvd, Dallas, TX 75390; Department of Bioengineering, The University of Texas at Dallas, Richardson, Tex (B.F.); Departments of Radiology (M.D.L., R.J.) and Neurosurgery (R.J.), New York University Grossman School of Medicine, New York, NY; and Department of Radiology, University of Wisconsin-Madison, Madison, Wis (R.J.B.).
Matthew D LeeFrom the Departments of Radiology (N.C.D.T., C.G.B.Y., B.C.W., J.M.H., D.R., N.S., B.F., M.C.P., A.J.M., J.A.M.), Pathology (K.J.H.), and Neurologic Surgery (T.R.P.), The University of Texas Southwestern Medical Center, 5323 Harry Hines Blvd, Dallas, TX 75390; Department of Bioengineering, The University of Texas at Dallas, Richardson, Tex (B.F.); Departments of Radiology (M.D.L., R.J.) and Neurosurgery (R.J.), New York University Grossman School of Medicine, New York, NY; and Department of Radiology, University of Wisconsin-Madison, Madison, Wis (R.J.B.).ORCID 0000-0001-8816-1076
Rajan JainFrom the Departments of Radiology (N.C.D.T., C.G.B.Y., B.C.W., J.M.H., D.R., N.S., B.F., M.C.P., A.J.M., J.A.M.), Pathology (K.J.H.), and Neurologic Surgery (T.R.P.), The University of Texas Southwestern Medical Center, 5323 Harry Hines Blvd, Dallas, TX 75390; Department of Bioengineering, The University of Texas at Dallas, Richardson, Tex (B.F.); Departments of Radiology (M.D.L., R.J.) and Neurosurgery (R.J.), New York University Grossman School of Medicine, New York, NY; and Department of Radiology, University of Wisconsin-Madison, Madison, Wis (R.J.B.).
Richard J BruceFrom the Departments of Radiology (N.C.D.T., C.G.B.Y., B.C.W., J.M.H., D.R., N.S., B.F., M.C.P., A.J.M., J.A.M.), Pathology (K.J.H.), and Neurologic Surgery (T.R.P.), The University of Texas Southwestern Medical Center, 5323 Harry Hines Blvd, Dallas, TX 75390; Department of Bioengineering, The University of Texas at Dallas, Richardson, Tex (B.F.); Departments of Radiology (M.D.L., R.J.) and Neurosurgery (R.J.), New York University Grossman School of Medicine, New York, NY; and Department of Radiology, University of Wisconsin-Madison, Madison, Wis (R.J.B.).ORCID 0000-0003-2004-8864
Marco C PinhoFrom the Departments of Radiology (N.C.D.T., C.G.B.Y., B.C.W., J.M.H., D.R., N.S., B.F., M.C.P., A.J.M., J.A.M.), Pathology (K.J.H.), and Neurologic Surgery (T.R.P.), The University of Texas Southwestern Medical Center, 5323 Harry Hines Blvd, Dallas, TX 75390; Department of Bioengineering, The University of Texas at Dallas, Richardson, Tex (B.F.); Departments of Radiology (M.D.L., R.J.) and Neurosurgery (R.J.), New York University Grossman School of Medicine, New York, NY; and Department of Radiology, University of Wisconsin-Madison, Madison, Wis (R.J.B.).ORCID 0000-0002-4645-1638
Ananth J MadhuranthakamFrom the Departments of Radiology (N.C.D.T., C.G.B.Y., B.C.W., J.M.H., D.R., N.S., B.F., M.C.P., A.J.M., J.A.M.), Pathology (K.J.H.), and Neurologic Surgery (T.R.P.), The University of Texas Southwestern Medical Center, 5323 Harry Hines Blvd, Dallas, TX 75390; Department of Bioengineering, The University of Texas at Dallas, Richardson, Tex (B.F.); Departments of Radiology (M.D.L., R.J.) and Neurosurgery (R.J.), New York University Grossman School of Medicine, New York, NY; and Department of Radiology, University of Wisconsin-Madison, Madison, Wis (R.J.B.).ORCID 0000-0002-5524-7962
Joseph A MaldjianFrom the Departments of Radiology (N.C.D.T., C.G.B.Y., B.C.W., J.M.H., D.R., N.S., B.F., M.C.P., A.J.M., J.A.M.), Pathology (K.J.H.), and Neurologic Surgery (T.R.P.), The University of Texas Southwestern Medical Center, 5323 Harry Hines Blvd, Dallas, TX 75390; Department of Bioengineering, The University of Texas at Dallas, Richardson, Tex (B.F.); Departments of Radiology (M.D.L., R.J.) and Neurosurgery (R.J.), New York University Grossman School of Medicine, New York, NY; and Department of Radiology, University of Wisconsin-Madison, Madison, Wis (R.J.B.).ORCID 0000-0002-6384-1072
Funding
Quantitative Non-Contrast Perfusion using Arterial Spin Labeling for Assessment of Cancer Therapy ResponseU01CA207091 · NCI · UT SOUTHWESTERN MEDICAL CENTER · PI MADHURANTHAKAM, ANANTH J, MALDJIAN, JOSEPH A · 2017 to 2022
$3.1MVirtual Biopsy with Tissue-level Accuracy in GliomaR01CA260705 · NCI · UT SOUTHWESTERN MEDICAL CENTER · PI MALDJIAN, JOSEPH A · 2021 to 2025
$3.1MTraining Clinician Scientists as Outstanding Clinicians and Imaging ScientistsT32EB028093 · NIBIB · UT SOUTHWESTERN MEDICAL CENTER · PI ROBERT F MATTREY, Takeshi Yokoo · 2019 to 2026
$1.5MCan machines be trusted? Robustification of deep learning for medical imagingR01LM013151 · NLM · UNIVERSITY OF WISCONSIN-MADISON · PI GARRETT, JOHN WILLIAM, MCMILLAN, ALAN BLAIR · 2020 to 2023
$1.3MNCI NIH HHS R01 CA260705NCI NIH HHS U01 CA207091NIBIB NIH HHS T32 EB028093NLM NIH HHS R01 LM013151
Abstract
Purpose To develop a radiomics framework for preoperative MRI-based prediction of isocitrate dehydrogenase (
Indexed as
Brain NeoplasmsGliomaIsocitrate DehydrogenaseMagnetic Resonance ImagingMutationAdultAgedAlgorithmsFemaleHumansImage Interpretation, Computer-AssistedMaleMiddle AgedPredictive Value of TestsRadiomicsRetrospective StudiesIsocitrate DehydrogenaseGliomaIDH MutationIsocitrate Dehydrogenase MutationMRIRadiomics
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