Literature DB >> 33113519

Model-based dual-energy tomographic image reconstruction of objects containing known metal components.

Stephen Z Liu1, Qian Cao1, Matthew Tivnan1, Steven Tilley Ii1, Jeffrey H Siewerdsen1, J Webster Stayman1, Wojciech Zbijewski1.   

Abstract

Dual-energy (DE) decomposition has been adopted in orthopedic imaging to measure bone composition and visualize intraarticular contrast enhancement. One of the potential applications involves monitoring of callus mineralization for longitudinal assessment of fracture healing. However, fracture repair usually involves internal fixation hardware that can generate significant artifacts in reconstructed images. To address this challenge, we develop a novel algorithm that combines simultaneous reconstruction-decomposition using a previously reported method for model-based material decomposition (MBMD) augmented by the known-component (KC) reconstruction framework to mitigate metal artifacts. We apply the proposed algorithm to simulated DE data representative of a dedicated extremity cone-beam CT (CBCT) employing an x-ray unit with three vertically arranged sources. The scanner generates DE data with non-coinciding high- and low-energy projection rays when the central source is operated at high tube potential and the peripheral sources at low potential. The proposed algorithm was validated using a digital extremity phantom containing varying concentrations of Ca-water mixtures and Ti implants. Decomposition accuracy was compared to MBMD without the KC model. The proposed method suppressed metal artifacts and yielded estimated Ca concentrations that approached the reconstructions of an implant-free phantom for most mixture regions. In the vicinity of simple components, the errors of Ca density estimates obtained by incorporating KC in MBMD were ∼1.5-5× lower than the errors of conventional MBMD; for cases with complex implants, the errors were ∼3-5× lower. In conclusion, the proposed method can achieve accurate bone mineral density measurements in the presence of metal implants using non-coinciding DE projections acquired on a multisource CBCT system.

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Year:  2020        PMID: 33113519      PMCID: PMC7942762          DOI: 10.1088/1361-6560/abc5a9

Source DB:  PubMed          Journal:  Phys Med Biol        ISSN: 0031-9155            Impact factor:   4.174


  45 in total

1.  Segmentation-free statistical image reconstruction for polyenergetic x-ray computed tomography with experimental validation.

Authors:  Elbakri Idris A; Jeffrey A Fessler
Journal:  Phys Med Biol       Date:  2003-08-07       Impact factor: 3.609

2.  Accelerated image reconstruction using ordered subsets of projection data.

Authors:  H M Hudson; R S Larkin
Journal:  IEEE Trans Med Imaging       Date:  1994       Impact factor: 10.048

3.  Penalized-Likelihood Reconstruction With High-Fidelity Measurement Models for High-Resolution Cone-Beam Imaging.

Authors:  Steven Tilley; Matthew Jacobson; Qian Cao; Michael Brehler; Alejandro Sisniega; Wojciech Zbijewski; J Webster Stayman
Journal:  IEEE Trans Med Imaging       Date:  2018-04       Impact factor: 10.048

4.  Model-based material decomposition with a penalized nonlinear least-squares CT reconstruction algorithm.

Authors:  Steven Tilley; Wojciech Zbijewski; J Webster Stayman
Journal:  Phys Med Biol       Date:  2019-01-22       Impact factor: 3.609

Review 5.  Fracture healing: mechanisms and interventions.

Authors:  Thomas A Einhorn; Louis C Gerstenfeld
Journal:  Nat Rev Rheumatol       Date:  2014-09-30       Impact factor: 20.543

6.  Prior-based artifact correction (PBAC) in computed tomography.

Authors:  Thorsten Heußer; Marcus Brehm; Ludwig Ritschl; Stefan Sawall; Marc Kachelrieß
Journal:  Med Phys       Date:  2014-02       Impact factor: 4.071

7.  Dual-energy CT-based phantomless in vivo three-dimensional bone mineral density assessment of the lumbar spine.

Authors:  Julian L Wichmann; Christian Booz; Stefan Wesarg; Konstantinos Kafchitsas; Ralf W Bauer; J Matthias Kerl; Thomas Lehnert; Thomas J Vogl; M Fawad Khan
Journal:  Radiology       Date:  2014-01-16       Impact factor: 11.105

8.  Vertebral bone mineral analysis: an integrated approach with CT.

Authors:  W A Kalender; E Klotz; C Suess
Journal:  Radiology       Date:  1987-08       Impact factor: 11.105

9.  Known-Component Model-Based Material Decomposition for Dual Energy Imaging of Bone Compositions in the Presence of Metal Implant.

Authors:  S Z Liu; S Tilley; Q Cao; J H Siewerdsen; J W Stayman; W Zbijewski
Journal:  Proc SPIE Int Soc Opt Eng       Date:  2019-05-28

10.  Technical Note: spektr 3.0-A computational tool for x-ray spectrum modeling and analysis.

Authors:  J Punnoose; J Xu; A Sisniega; W Zbijewski; J H Siewerdsen
Journal:  Med Phys       Date:  2016-08       Impact factor: 4.071

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  1 in total

1.  Model-based three-material decomposition in dual-energy CT using the volume conservation constraint.

Authors:  Stephen Z Liu; Matthew Tivnan; Greg M Osgood; Jeffrey H Siewerdsen; J Webster Stayman; Wojciech Zbijewski
Journal:  Phys Med Biol       Date:  2022-07-08       Impact factor: 4.174

  1 in total

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