Literature DB >> 33120376

PET-enabled dual-energy CT: image reconstruction and a proof-of-concept computer simulation study.

Guobao Wang1.   

Abstract

Standard dual-energy computed tomography (CT) uses two different x-ray energies to obtain energy-dependent tissue attenuation information to allow quantitative material decomposition. The combined use of dual-energy CT and positron emission tomography (PET) may provide a more comprehensive characterization of disease states in cancer and other diseases. However, the integration of dual-energy CT with PET is not trivial, either requiring costly hardware upgrades or increasing radiation exposure. This paper proposes a different dual-energy CT imaging method that is enabled by PET. Instead of using a second x-ray CT scan with a different energy, this method exploits time-of-flight PET image reconstruction via the maximum likelihood attenuation and activity (MLAA) algorithm to obtain a 511 keV gamma-ray attenuation image from PET emission data. The high-energy gamma-ray attenuation image is then combined with the low-energy x-ray CT of PET/CT to provide a pair of dual-energy CT images. A major challenge with the standard MLAA reconstruction is the high noise present in the reconstructed 511 keV attenuation map, which would not compromise the PET activity reconstruction too much but may significantly affect the performance of the gamma-ray attenuation image for material decomposition. To overcome the problem, we further propose a kernel MLAA algorithm to exploit the prior information from the available x-ray CT image. We conducted a computer simulation to test the concept and algorithm for the task of material decomposition. The simulation results demonstrate that this PET-enabled dual-energy CT method is promising for quantitative material decomposition. The proposed method can be readily implemented on time-of-flight PET/CT scanners to enable simultaneous PET and dual-energy CT imaging.

Entities:  

Mesh:

Year:  2020        PMID: 33120376      PMCID: PMC8582600          DOI: 10.1088/1361-6560/abc5ca

Source DB:  PubMed          Journal:  Phys Med Biol        ISSN: 0031-9155            Impact factor:   3.609


  48 in total

Review 1.  X-ray-based attenuation correction for positron emission tomography/computed tomography scanners.

Authors:  Paul E Kinahan; Bruce H Hasegawa; Thomas Beyer
Journal:  Semin Nucl Med       Date:  2003-07       Impact factor: 4.446

2.  Iterative correction of beam hardening artifacts in CT.

Authors:  G Van Gompel; K Van Slambrouck; M Defrise; K J Batenburg; J de Mey; J Sijbers; J Nuyts
Journal:  Med Phys       Date:  2011-07       Impact factor: 4.071

3.  Maximum-Likelihood Joint Image Reconstruction/Motion Estimation in Attenuation-Corrected Respiratory Gated PET/CT Using a Single Attenuation Map.

Authors:  Alexandre Bousse; Ottavia Bertolli; David Atkinson; Simon Arridge; Sébastien Ourselin; Brian F Hutton; Kris Thielemans
Journal:  IEEE Trans Med Imaging       Date:  2015-08-03       Impact factor: 10.048

Review 4.  Iterative reconstruction techniques in emission computed tomography.

Authors:  Jinyi Qi; Richard M Leahy
Journal:  Phys Med Biol       Date:  2006-07-12       Impact factor: 3.609

5.  Computed tomography super-resolution using deep convolutional neural network.

Authors:  Junyoung Park; Donghwi Hwang; Kyeong Yun Kim; Seung Kwan Kang; Yu Kyeong Kim; Jae Sung Lee
Journal:  Phys Med Biol       Date:  2018-07-16       Impact factor: 3.609

6.  MR-guided dynamic PET reconstruction with the kernel method and spectral temporal basis functions.

Authors:  Philip Novosad; Andrew J Reader
Journal:  Phys Med Biol       Date:  2016-05-26       Impact factor: 3.609

7.  Super-Resolution PET Imaging Using Convolutional Neural Networks.

Authors:  Tzu-An Song; Samadrita Roy Chowdhury; Fan Yang; Joyita Dutta
Journal:  IEEE Trans Comput Imaging       Date:  2020-01-06

8.  Optimized MLAA for quantitative non-TOF PET/MR of the brain.

Authors:  Didier Benoit; Claes N Ladefoged; Ahmadreza Rezaei; Sune H Keller; Flemming L Andersen; Liselotte Højgaard; Adam E Hansen; Søren Holm; Johan Nuyts
Journal:  Phys Med Biol       Date:  2016-12-02       Impact factor: 3.609

Review 9.  Dual- and Multi-Energy CT: Principles, Technical Approaches, and Clinical Applications.

Authors:  Cynthia H McCollough; Shuai Leng; Lifeng Yu; Joel G Fletcher
Journal:  Radiology       Date:  2015-09       Impact factor: 11.105

10.  Maximum likelihood activity and attenuation estimation using both emission and transmission data with application to utilization of Lu-176 background radiation in TOF PET.

Authors:  Li Cheng; Tianyu Ma; Xuezhu Zhang; Qiyu Peng; Yaqiang Liu; Jinyi Qi
Journal:  Med Phys       Date:  2020-01-28       Impact factor: 4.071

View more
  2 in total

1.  Modified kernel MLAA using autoencoder for PET-enabled dual-energy CT.

Authors:  Siqi Li; Guobao Wang
Journal:  Philos Trans A Math Phys Eng Sci       Date:  2021-07-05       Impact factor: 4.019

2.  Synergistic tomographic image reconstruction: part 2.

Authors:  Charalampos Tsoumpas; Jakob Sauer Jørgensen; Christoph Kolbitsch; Kris Thielemans
Journal:  Philos Trans A Math Phys Eng Sci       Date:  2021-07-05       Impact factor: 4.226

  2 in total

北京卡尤迪生物科技股份有限公司 © 2022-2023.