Empowering Data Sharing in Neuroscience: A Deep Learning De-identification Method for Pediatric Brain MRIs

Ariana M. Familiar; Neda Khalili; Nastaran Khalili; Cassidy Schuman; Evan Grove; Karthik Viswanathan; Jakob Seidlitz; Aaron Alexander-Bloch; Anna Zapaishchykova; Benjamin H. Kann; Arastoo Vossough; Phillip B. Storm; Adam C. Resnick; Anahita Fathi Kazerooni; Ali Nabavizadeh

doi:10.3174/ajnr.A8581

Research ArticleORIGINAL RESEARCH

Empowering Data Sharing in Neuroscience: A Deep Learning De-identification Method for Pediatric Brain MRIs

Ariana M. Familiar, Neda Khalili, Nastaran Khalili, Cassidy Schuman, Evan Grove, Karthik Viswanathan, Jakob Seidlitz, Aaron Alexander-Bloch, Anna Zapaishchykova, Benjamin H. Kann, Arastoo Vossough, Phillip B. Storm, Adam C. Resnick, Anahita Fathi Kazerooni and Ali Nabavizadeh

American Journal of Neuroradiology November 2024, ajnr.A8581; DOI: https://doi.org/10.3174/ajnr.A8581

Ariana M. Familiar

1 Center for Data-Driven Discovery in Biomedicine (D3b), Children’s Hospital of Philadelphia, Philadelphia, PA, USA

2 Department of Neurosurgery, Children’s Hospital of Philadelphia, Philadelphia, PA, USA.

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Neda Khalili

1 Center for Data-Driven Discovery in Biomedicine (D3b), Children’s Hospital of Philadelphia, Philadelphia, PA, USA

2 Department of Neurosurgery, Children’s Hospital of Philadelphia, Philadelphia, PA, USA.

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Nastaran Khalili

1 Center for Data-Driven Discovery in Biomedicine (D3b), Children’s Hospital of Philadelphia, Philadelphia, PA, USA

2 Department of Neurosurgery, Children’s Hospital of Philadelphia, Philadelphia, PA, USA.

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Cassidy Schuman

3 School of Engineering and Applied Science, University of Pennsylvania, Philadelphia, PA, USA

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Evan Grove

3 School of Engineering and Applied Science, University of Pennsylvania, Philadelphia, PA, USA

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Karthik Viswanathan

1 Center for Data-Driven Discovery in Biomedicine (D3b), Children’s Hospital of Philadelphia, Philadelphia, PA, USA

2 Department of Neurosurgery, Children’s Hospital of Philadelphia, Philadelphia, PA, USA.

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Jakob Seidlitz

4 Department of Child and Adolescent Psychiatry and Behavioral Science, The Children’s Hospital of Philadelphia, Philadelphia, PA, USA

5 Department of Psychiatry, University of Pennsylvania, Philadelphia, PA, USA

6 Lifespan Brain Institute at the Children’s Hospital of Philadelphia and University of Pennsylvania, Philadelphia, PA, USA

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Aaron Alexander-Bloch

4 Department of Child and Adolescent Psychiatry and Behavioral Science, The Children’s Hospital of Philadelphia, Philadelphia, PA, USA

5 Department of Psychiatry, University of Pennsylvania, Philadelphia, PA, USA

6 Lifespan Brain Institute at the Children’s Hospital of Philadelphia and University of Pennsylvania, Philadelphia, PA, USA

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Anna Zapaishchykova

7 Artificial Intelligence in Medicine (AIM) Program, Mass General Brigham, Harvard Medical School, Boston, MA, USA

8 Department of Radiation Oncology, Dana-Farber Cancer Institute and Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA

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Benjamin H. Kann

7 Artificial Intelligence in Medicine (AIM) Program, Mass General Brigham, Harvard Medical School, Boston, MA, USA

8 Department of Radiation Oncology, Dana-Farber Cancer Institute and Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA

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Arastoo Vossough

1 Center for Data-Driven Discovery in Biomedicine (D3b), Children’s Hospital of Philadelphia, Philadelphia, PA, USA

9 Division of Radiology, Children’s Hospital of Philadelphia, Philadelphia, PA, USA

10 Department of Radiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA

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Phillip B. Storm

1 Center for Data-Driven Discovery in Biomedicine (D3b), Children’s Hospital of Philadelphia, Philadelphia, PA, USA

2 Department of Neurosurgery, Children’s Hospital of Philadelphia, Philadelphia, PA, USA.

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Adam C. Resnick

1 Center for Data-Driven Discovery in Biomedicine (D3b), Children’s Hospital of Philadelphia, Philadelphia, PA, USA

2 Department of Neurosurgery, Children’s Hospital of Philadelphia, Philadelphia, PA, USA.

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Anahita Fathi Kazerooni

1 Center for Data-Driven Discovery in Biomedicine (D3b), Children’s Hospital of Philadelphia, Philadelphia, PA, USA

2 Department of Neurosurgery, Children’s Hospital of Philadelphia, Philadelphia, PA, USA.

11 AI2D Center for AI and Data Science for Integrated Diagnostics, University of Pennsylvania, Philadelphia, PA, USA

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Ali Nabavizadeh

1 Center for Data-Driven Discovery in Biomedicine (D3b), Children’s Hospital of Philadelphia, Philadelphia, PA, USA

10 Department of Radiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA

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Empowering Data Sharing in Neuroscience: A Deep Learning De-identification Method for Pediatric Brain MRIs

American Journal of Neuroradiology Nov 2024, ajnr.A8581; DOI: 10.3174/ajnr.A8581

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Accepted Manuscript

Empowering Data Sharing in Neuroscience: A Deep Learning De-identification Method for Pediatric Brain MRIs

American Journal of Neuroradiology Nov 2024, ajnr.A8581; DOI: 10.3174/ajnr.A8581

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