Simulating low-dose cone-beam CT

A phantom study

Andrea Ferrero, Ken Fetterly, Lifeng Yu, Beth Ann Schueler

Research output: Chapter in Book/Report/Conference proceedingConference contribution

1 Citation (Scopus)

Abstract

Our institution routinely uses limited-angle cone-beam CT (CBCT) from a C-arm with 3D capabilities to diagnose and treat cardiovascular and orthopedic diseases in both adult and pediatric patients. While CBCT contributes to qualitative and quantitative assessment of both normal and abnormal patient anatomy, it also contributes substantially to patient radiation dose. Reducing the dose associated with CBCT exams while maintaining clinical utility can be considered to be of benefit to patients for whom CBCT is routinely used and may extend its adoption to clinical tasks and patient populations where the dose is currently considered prohibitive. In this work we developed and validated a method to simulate low-dose CBCT images from standard-dose projection images. The method was based on adding random noise to real projection images. The method was validated using an anthropomorphic thorax phantom of variable size with a custom-made insert containing iodine contrast rods of variable concentration. Images reconstructed from the low-dose simulations were compared to the actually acquired lower-dose images. Subtraction images of the simulated and acquired lower-dose images demonstrated a lack of residual structure patterns, indicating that differences between the image sets were consistent with random noise only. Noise power spectrum (NPS) and iodine signal-difference-to-noise ratio (SDNR) showed good agreement between simulated and acquired lower-dose images for dose levels between 70% and 30% of the routine dose. The average difference in iodine SDNR between simulated and acquired low-dose images was below 5% for all dose levels and phantom sizes. This work demonstrates the feasibility of accurately simulating low-dose CBCT based on real images acquired using standard dose and degrading the images by adding noise.

Original languageEnglish (US)
Title of host publicationMedical Imaging 2018
Subtitle of host publicationPhysics of Medical Imaging
PublisherSPIE
Volume10573
ISBN (Electronic)9781510616356
DOIs
StatePublished - Jan 1 2018
EventMedical Imaging 2018: Physics of Medical Imaging - Houston, United States
Duration: Feb 12 2018Feb 15 2018

Other

OtherMedical Imaging 2018: Physics of Medical Imaging
CountryUnited States
CityHouston
Period2/12/182/15/18

Fingerprint

Cone-Beam Computed Tomography
Cones
cones
dosage
Iodine
Signal-To-Noise Ratio
Dosimetry
Pediatrics
Orthopedics
iodine
Noise
Power spectrum
Anatomy
Arm
Cardiovascular Diseases
Thorax
Radiation
random noise
projection
Population

Keywords

  • Cone-beam computed tomography (CT)
  • noise insertion
  • radiation dose reduction

ASJC Scopus subject areas

  • Electronic, Optical and Magnetic Materials
  • Biomaterials
  • Atomic and Molecular Physics, and Optics
  • Radiology Nuclear Medicine and imaging

Cite this

Ferrero, A., Fetterly, K., Yu, L., & Schueler, B. A. (2018). Simulating low-dose cone-beam CT: A phantom study. In Medical Imaging 2018: Physics of Medical Imaging (Vol. 10573). [1057347] SPIE. https://doi.org/10.1117/12.2294939

Simulating low-dose cone-beam CT : A phantom study. / Ferrero, Andrea; Fetterly, Ken; Yu, Lifeng; Schueler, Beth Ann.

Medical Imaging 2018: Physics of Medical Imaging. Vol. 10573 SPIE, 2018. 1057347.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Ferrero, A, Fetterly, K, Yu, L & Schueler, BA 2018, Simulating low-dose cone-beam CT: A phantom study. in Medical Imaging 2018: Physics of Medical Imaging. vol. 10573, 1057347, SPIE, Medical Imaging 2018: Physics of Medical Imaging, Houston, United States, 2/12/18. https://doi.org/10.1117/12.2294939
Ferrero A, Fetterly K, Yu L, Schueler BA. Simulating low-dose cone-beam CT: A phantom study. In Medical Imaging 2018: Physics of Medical Imaging. Vol. 10573. SPIE. 2018. 1057347 https://doi.org/10.1117/12.2294939
Ferrero, Andrea ; Fetterly, Ken ; Yu, Lifeng ; Schueler, Beth Ann. / Simulating low-dose cone-beam CT : A phantom study. Medical Imaging 2018: Physics of Medical Imaging. Vol. 10573 SPIE, 2018.
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