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MRI-Based Deep Learning Method for Classification of IDH Mutation Status.

Autor: Bangalore Yogananda, Chandan Ganesh, Wagner, Benjamin C., Truong, Nghi C. D., Holcomb, James M., Reddy, Divya D., Saadat, Niloufar, Hatanpaa, Kimmo J., Patel, Toral R., Fei, Baowei, Lee, Matthew D., Jain, Rajan, Bruce, Richard J., Pinho, Marco C., Madhuranthakam, Ananth J., Maldjian, Joseph A.

Publikováno v: Bioengineering (Basel); Sep2023, Vol. 10 Issue 9, p1045, 14p

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Two-Stage Training Framework Using Multicontrast MRI Radiomics for IDH Mutation Status Prediction in Glioma.

Autor: Truong NCD; From 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.)., Bangalore Yogananda CG; From 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.)., Wagner BC; From 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.)., Holcomb JM; From 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.)., Reddy D; From 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.)., Saadat N; From 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.)., Hatanpaa KJ; From 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.)., Patel TR; From 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.)., Fei B; From 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.)., Lee MD; From 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.)., Jain R; From 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.)., Bruce RJ; From 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.)., Pinho MC; From 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.)., Madhuranthakam AJ; From 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.)., Maldjian JA; From 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.).

Publikováno v: Radiology. Artificial intelligence [Radiol Artif Intell] 2024 Jul; Vol. 6 (4), pp. e230218.