Integrative Imaging Informatics for Cancer Research: Workflow Automation for Neuro-Oncology (I3CR-WANO).

Journal: JCO clinical cancer informatics
Published Date: May 1, 2023

Abstract

PURPOSE: Efforts to use growing volumes of clinical imaging data to generate tumor evaluations continue to require significant manual data wrangling, owing to data heterogeneity. Here, we propose an artificial intelligence-based solution for the aggregation and processing of multisequence neuro-oncology MRI data to extract quantitative tumor measurements.

Authors

  • Satrajit Chakrabarty
    Department of Electrical and Systems Engineering, Washington University in St Louis, St Louis, MO.
  • Syed Amaan Abidi
    Mallinckrodt Institute of Radiology, Washington University School of Medicine, St Louis, MO.
  • Mina Mousa
    Mallinckrodt Institute of Radiology, Washington University School of Medicine, St Louis, MO.
  • Mahati Mokkarala
    Mallinckrodt Institute of Radiology, Washington University School of Medicine, St Louis, MO.
  • Isabelle Hren
    Department of Computer Science & Engineering, Washington University in St Louis, St Louis, MO.
  • Divya Yadav
    Division of Radiation Oncology, Department of Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX.
  • Matthew Kelsey
    Mallinckrodt Institute of Radiology, Washington University School of Medicine, St Louis, MO.
  • Pamela LaMontagne
    Mallinckrodt Institute of Radiology, Washington University School of Medicine, St. Louis, MO, USA.
  • John Wood
    Division of Radiation Oncology, Department of Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX.
  • Michael Adams
    Bay Labs Inc, San Francisco, CA (N.P., M.A., N.R., H.H., R.P.M.).
  • Yuzhuo Su
    Division of Radiation Oncology, Department of Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX.
  • Sherry Thorpe
    Division of Radiation Oncology, Department of Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX.
  • Caroline Chung
    The University of Texas MD Anderson Cancer Center, Houston, TX.
  • Aristeidis Sotiras
    Department of Radiology and Institute of Informatics, Washington University in St. Luis, St. Luis, MO63110, USA.
  • Daniel S Marcus
    Mallinckrodt Institute of Radiology, Washington University School of Medicine, St. Louis, MO, USA.

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