Research ArticleORIGINAL RESEARCH
Data-Driven Prognostication in Distal Medium Vessel Occlusions Using Explainable Machine Learning
Mert Karabacak, Burak Berksu Ozkara, Tobias D. Faizy, Trevor Hardigan, Jeremy J. Heit, Dhairya A. Lakhani, Konstantinos Margetis, J Mocco, Kambiz Nael, Max Wintermark and Vivek S. Yedavalli
American Journal of Neuroradiology October 2024, ajnr.A8547; DOI: https://doi.org/10.3174/ajnr.A8547
Mert Karabacak
From the Department of Neurosurgery (M.K., T.H., K.M., J.M.), and Department of Diagnostic, Molecular and Interventional Radiology (B.B.O.), Mount Sinai Health System, New York, NY, USA; Neuroendovascular Division, Department of Radiology (T.D.F.), University Medical Center Münster, Münster, Germany; Departments of Radiology and Neurosurgery (J.J.H.), Stanford University, Palo Alto, CA, USA; Russell H. Morgan Department of Radiology and Radiological Sciences (D.A.L., V.S.Y.), Johns Hopkins Medicine, Baltimore, MD, USA; Radiological Sciences (K.N.), University of California, Los Angeles, David Geffen School of Medicine, Los Angeles, CA, USA; Department of Neuroradiology (M.W.), MD Anderson Cancer Center, Houston, TX, USA.
Burak Berksu Ozkara
From the Department of Neurosurgery (M.K., T.H., K.M., J.M.), and Department of Diagnostic, Molecular and Interventional Radiology (B.B.O.), Mount Sinai Health System, New York, NY, USA; Neuroendovascular Division, Department of Radiology (T.D.F.), University Medical Center Münster, Münster, Germany; Departments of Radiology and Neurosurgery (J.J.H.), Stanford University, Palo Alto, CA, USA; Russell H. Morgan Department of Radiology and Radiological Sciences (D.A.L., V.S.Y.), Johns Hopkins Medicine, Baltimore, MD, USA; Radiological Sciences (K.N.), University of California, Los Angeles, David Geffen School of Medicine, Los Angeles, CA, USA; Department of Neuroradiology (M.W.), MD Anderson Cancer Center, Houston, TX, USA.
Tobias D. Faizy
From the Department of Neurosurgery (M.K., T.H., K.M., J.M.), and Department of Diagnostic, Molecular and Interventional Radiology (B.B.O.), Mount Sinai Health System, New York, NY, USA; Neuroendovascular Division, Department of Radiology (T.D.F.), University Medical Center Münster, Münster, Germany; Departments of Radiology and Neurosurgery (J.J.H.), Stanford University, Palo Alto, CA, USA; Russell H. Morgan Department of Radiology and Radiological Sciences (D.A.L., V.S.Y.), Johns Hopkins Medicine, Baltimore, MD, USA; Radiological Sciences (K.N.), University of California, Los Angeles, David Geffen School of Medicine, Los Angeles, CA, USA; Department of Neuroradiology (M.W.), MD Anderson Cancer Center, Houston, TX, USA.
Trevor Hardigan
From the Department of Neurosurgery (M.K., T.H., K.M., J.M.), and Department of Diagnostic, Molecular and Interventional Radiology (B.B.O.), Mount Sinai Health System, New York, NY, USA; Neuroendovascular Division, Department of Radiology (T.D.F.), University Medical Center Münster, Münster, Germany; Departments of Radiology and Neurosurgery (J.J.H.), Stanford University, Palo Alto, CA, USA; Russell H. Morgan Department of Radiology and Radiological Sciences (D.A.L., V.S.Y.), Johns Hopkins Medicine, Baltimore, MD, USA; Radiological Sciences (K.N.), University of California, Los Angeles, David Geffen School of Medicine, Los Angeles, CA, USA; Department of Neuroradiology (M.W.), MD Anderson Cancer Center, Houston, TX, USA.
Jeremy J. Heit
From the Department of Neurosurgery (M.K., T.H., K.M., J.M.), and Department of Diagnostic, Molecular and Interventional Radiology (B.B.O.), Mount Sinai Health System, New York, NY, USA; Neuroendovascular Division, Department of Radiology (T.D.F.), University Medical Center Münster, Münster, Germany; Departments of Radiology and Neurosurgery (J.J.H.), Stanford University, Palo Alto, CA, USA; Russell H. Morgan Department of Radiology and Radiological Sciences (D.A.L., V.S.Y.), Johns Hopkins Medicine, Baltimore, MD, USA; Radiological Sciences (K.N.), University of California, Los Angeles, David Geffen School of Medicine, Los Angeles, CA, USA; Department of Neuroradiology (M.W.), MD Anderson Cancer Center, Houston, TX, USA.
Dhairya A. Lakhani
From the Department of Neurosurgery (M.K., T.H., K.M., J.M.), and Department of Diagnostic, Molecular and Interventional Radiology (B.B.O.), Mount Sinai Health System, New York, NY, USA; Neuroendovascular Division, Department of Radiology (T.D.F.), University Medical Center Münster, Münster, Germany; Departments of Radiology and Neurosurgery (J.J.H.), Stanford University, Palo Alto, CA, USA; Russell H. Morgan Department of Radiology and Radiological Sciences (D.A.L., V.S.Y.), Johns Hopkins Medicine, Baltimore, MD, USA; Radiological Sciences (K.N.), University of California, Los Angeles, David Geffen School of Medicine, Los Angeles, CA, USA; Department of Neuroradiology (M.W.), MD Anderson Cancer Center, Houston, TX, USA.
Konstantinos Margetis
From the Department of Neurosurgery (M.K., T.H., K.M., J.M.), and Department of Diagnostic, Molecular and Interventional Radiology (B.B.O.), Mount Sinai Health System, New York, NY, USA; Neuroendovascular Division, Department of Radiology (T.D.F.), University Medical Center Münster, Münster, Germany; Departments of Radiology and Neurosurgery (J.J.H.), Stanford University, Palo Alto, CA, USA; Russell H. Morgan Department of Radiology and Radiological Sciences (D.A.L., V.S.Y.), Johns Hopkins Medicine, Baltimore, MD, USA; Radiological Sciences (K.N.), University of California, Los Angeles, David Geffen School of Medicine, Los Angeles, CA, USA; Department of Neuroradiology (M.W.), MD Anderson Cancer Center, Houston, TX, USA.
J Mocco
From the Department of Neurosurgery (M.K., T.H., K.M., J.M.), and Department of Diagnostic, Molecular and Interventional Radiology (B.B.O.), Mount Sinai Health System, New York, NY, USA; Neuroendovascular Division, Department of Radiology (T.D.F.), University Medical Center Münster, Münster, Germany; Departments of Radiology and Neurosurgery (J.J.H.), Stanford University, Palo Alto, CA, USA; Russell H. Morgan Department of Radiology and Radiological Sciences (D.A.L., V.S.Y.), Johns Hopkins Medicine, Baltimore, MD, USA; Radiological Sciences (K.N.), University of California, Los Angeles, David Geffen School of Medicine, Los Angeles, CA, USA; Department of Neuroradiology (M.W.), MD Anderson Cancer Center, Houston, TX, USA.
Kambiz Nael
From the Department of Neurosurgery (M.K., T.H., K.M., J.M.), and Department of Diagnostic, Molecular and Interventional Radiology (B.B.O.), Mount Sinai Health System, New York, NY, USA; Neuroendovascular Division, Department of Radiology (T.D.F.), University Medical Center Münster, Münster, Germany; Departments of Radiology and Neurosurgery (J.J.H.), Stanford University, Palo Alto, CA, USA; Russell H. Morgan Department of Radiology and Radiological Sciences (D.A.L., V.S.Y.), Johns Hopkins Medicine, Baltimore, MD, USA; Radiological Sciences (K.N.), University of California, Los Angeles, David Geffen School of Medicine, Los Angeles, CA, USA; Department of Neuroradiology (M.W.), MD Anderson Cancer Center, Houston, TX, USA.
Max Wintermark
From the Department of Neurosurgery (M.K., T.H., K.M., J.M.), and Department of Diagnostic, Molecular and Interventional Radiology (B.B.O.), Mount Sinai Health System, New York, NY, USA; Neuroendovascular Division, Department of Radiology (T.D.F.), University Medical Center Münster, Münster, Germany; Departments of Radiology and Neurosurgery (J.J.H.), Stanford University, Palo Alto, CA, USA; Russell H. Morgan Department of Radiology and Radiological Sciences (D.A.L., V.S.Y.), Johns Hopkins Medicine, Baltimore, MD, USA; Radiological Sciences (K.N.), University of California, Los Angeles, David Geffen School of Medicine, Los Angeles, CA, USA; Department of Neuroradiology (M.W.), MD Anderson Cancer Center, Houston, TX, USA.
Vivek S. Yedavalli
From the Department of Neurosurgery (M.K., T.H., K.M., J.M.), and Department of Diagnostic, Molecular and Interventional Radiology (B.B.O.), Mount Sinai Health System, New York, NY, USA; Neuroendovascular Division, Department of Radiology (T.D.F.), University Medical Center Münster, Münster, Germany; Departments of Radiology and Neurosurgery (J.J.H.), Stanford University, Palo Alto, CA, USA; Russell H. Morgan Department of Radiology and Radiological Sciences (D.A.L., V.S.Y.), Johns Hopkins Medicine, Baltimore, MD, USA; Radiological Sciences (K.N.), University of California, Los Angeles, David Geffen School of Medicine, Los Angeles, CA, USA; Department of Neuroradiology (M.W.), MD Anderson Cancer Center, Houston, TX, USA.

Data supplements
Files in this Data Supplement:
Advertisement
Accepted Manuscript
Mert Karabacak, Burak Berksu Ozkara, Tobias D. Faizy, Trevor Hardigan, Jeremy J. Heit, Dhairya A. Lakhani, Konstantinos Margetis, J Mocco, Kambiz Nael, Max Wintermark, Vivek S. Yedavalli
Data-Driven Prognostication in Distal Medium Vessel Occlusions Using Explainable Machine Learning
American Journal of Neuroradiology Oct 2024, ajnr.A8547; DOI: 10.3174/ajnr.A8547
0 Responses
Accepted Manuscript
Data-Driven Prognostication in Distal Medium Vessel Occlusions Using Explainable Machine Learning
Mert Karabacak, Burak Berksu Ozkara, Tobias D. Faizy, Trevor Hardigan, Jeremy J. Heit, Dhairya A. Lakhani, Konstantinos Margetis, J Mocco, Kambiz Nael, Max Wintermark, Vivek S. Yedavalli
American Journal of Neuroradiology Oct 2024, ajnr.A8547; DOI: 10.3174/ajnr.A8547
Jump to section
Related Articles
Cited By...
This article has been cited by the following articles in journals that are participating in Crossref Cited-by Linking.
- Dhairya A Lakhani, Aneri B Balar, Subtain Ali, Musharaf Khan, Hamza A Salim, Manisha Koneru, Sijin Wen, Richard Wang, Janet Mei, Argye E Hillis, Jeremy J Heit, Gregory W. Albers, Adam A Dmytriw, Tobias D Faizy, Max Wintermark, Kambiz Nael, Ansaar T Rai, Vivek S YedavalliInterventional Neuroradiology 2025
- Burak Berksu Ozkara, David Bamshad, Ramita Gowda, Mert Karabacak, Vivian Bishay, Kirema Garcia-Reyes, Ardeshir R. Rastinehad, Dan Shilo, Aaron FischmanDiagnostics 2025 15 11
More in this TOC Section
Similar Articles
Advertisement