Empowering Data Sharing in Neuroscience: A Deep Learning Deidentification 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

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PubMed 

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History 
  • Received July 24, 2024
  • Accepted after revision November 7, 2024
  • Published online May 2, 2025.

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Author Information

  1. Ariana M. Familiara,b,
  2. Neda Khalilia,b,
  3. Nastaran Khalilia,b,
  4. Cassidy Schumanc,
  5. Evan Grovec,
  6. Karthik Viswanathana,b,
  7. Jakob Seidlitzd,e,
  8. Aaron Alexander-Blochd,e,f,
  9. Anna Zapaishchykovag,h,
  10. Benjamin H. Kanng,h,
  11. Arastoo Vossougha,i,j,
  12. Phillip B. Storma,b,
  13. Adam C. Resnicka,b,
  14. Anahita Fathi Kazeroonia,b,k and
  15. Ali Nabavizadeha,j
  1. aFrom the Center for Data-Driven Discovery in Biomedicine (D3b) (A.M.F., Neda K., Nastaran K., K.V., A.V., P.B.S., A.C.R., A.F.K., A.N.), Children’s Hospital of Philadelphia, Philadelphia, Pennsylvania
  2. bDepartment of Neurosurgery (A.M.F., Neda K., Nastaran K., K.V., P.B.S., A.C.R., A.F.K), Children’s Hospital of Philadelphia, Philadelphia, Pennsylvania
  3. cSchool of Engineering and Applied Science (C.S., E.G.), University of Pennsylvania, Philadelphia, Pennsylvania
  4. dDepartment of Child and Adolescent Psychiatry and Behavioral Science (J.S., A.A.-B.), The Children’s Hospital of Philadelphia, Philadelphia, Pennsylvania
  5. eDepartment of Psychiatry (J.S., A.A.-B.), University of Pennsylvania, Philadelphia, Pennsylvania
  6. f Lifespan Brain Institute at the Children’s Hospital of Philadelphia and University of Pennsylvania (A.A.-B.), Philadelphia, Pennsylvania
  7. gArtificial Intelligence in Medicine (AIM) Program (A.Z., B.H.K.), Mass General Brigham, Harvard Medical School, Boston, Massachusetts
  8. hDepartment of Radiation Oncology (A.Z., B.H.K.), Dana-Farber Cancer Institute and Brigham and Women’s Hospital, Harvard Medical School, Boston, Massachusetts
  9. iDivision of Radiology (A.V.), Children’s Hospital of Philadelphia, Philadelphia, Pennsylvania
  10. jDepartment of Radiology, Perelman School of Medicine (A.V., A.N.), University of Pennsylvania, Philadelphia, Pennsylvania
  11. kAI2D Center for AI and Data Science for Integrated Diagnostics (A.F.K.), University of Pennsylvania, Philadelphia, Pennsylvania
  1. Please address correspondence to Ali Nabavizadeh, MD, Associate Professor of Radiology, Department of Radiology, 1 Silverstein Building, Hospital of the University of Pennsylvania, 3400 Spruce St, Philadelphia, PA 19104; e-mail: Ali.Nabavizadeh{at}pennmedicine.Upenn.edu; @Ali_Nabavizadeh; @PennMedicine; @FamiliarAriana; @ChildrensPhila
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Funding

  • National Heart, Lung, and Blood Institute

    3U2CHL156291-02S1; U2CHL156291

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