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A dynamic simulation framework for CT perfusion in stroke assessment built from first principles.

Sarah E Divel1, Soren Christensen2, William P Segars3

  • 1Departments of Electrical Engineering and Radiology, Stanford University, Stanford, CA, 94305, USA.

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|April 20, 2021
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Summary
This summary is machine-generated.

This study introduces a CT perfusion simulation framework for stroke assessment. The digital phantom allows for validation of imaging techniques and software, improving accuracy in stroke patient care.

Keywords:
computed tomographydigital brain phantomperfusion imagingsimulationstroke

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Area of Science:

  • Medical Imaging
  • Computational Modeling
  • Neurology

Background:

  • Cerebral perfusion maps are crucial for stroke patient care.
  • Variability in CT scanning and post-processing can affect map accuracy.
  • Validating these maps with clinical data is challenging due to the lack of a gold standard.

Purpose of the Study:

  • To develop a realistic digital phantom for simulating CT perfusion studies in acute stroke.
  • To enable optimization and validation of CT perfusion scanning and post-processing techniques.
  • To address the limitations of clinical data validation for cerebral perfusion assessment.

Main Methods:

  • Expanded the XCAT brain phantom to include dynamic contrast agent behavior.
  • Incorporated a first-principles model of cerebral vasculature dynamics.
  • Developed a dynamic CT simulator to generate realistic perfusion images and ground truth maps.

Main Results:

  • Demonstrated a simulated dynamic CT perfusion study for an ischemic stroke patient.
  • Generated perfusion maps using post-processing software and compared them to ground truth.
  • The framework allows for tunable adjustments of perfusion properties, scanner specifications, and reconstruction parameters.

Conclusions:

  • The developed framework provides realistic simulated CT perfusion data with ground truth.
  • Enables robust assessment and validation of CT perfusion techniques and post-processing methods for stroke.
  • Facilitates improved accuracy and reliability in stroke assessment using CT perfusion.