Literature DB >> 33071423

Fisher information analysis of list-mode SPECT emission data for joint estimation of activity and attenuation distribution.

Ashequr Rahman1,2, Yansong Zhu3,4,5, Eric Clarkson6, Matthew A Kupinski6, Eric C Frey3, Abhinav K Jha1,2.   

Abstract

The potential to perform attenuation and scatter compensation (ASC) in single-photon emission computed tomography (SPECT) imaging without a separate transmission scan is highly significant. In this context, attenuation in SPECT is primarily due to Compton scattering, where the probability of Compton scatter is proportional to the attenuation coefficient of the tissue and the energy of the scattered photon and the scattering angle are related. Based on this premise, we investigated whether the SPECT scattered-photon data acquired in list-mode (LM) format and including the energy information can be used to estimate the attenuation map. For this purpose, we propose a Fisher-information-based method that yields the Cramer-Rao bound (CRB) for the task of jointly estimating the activity and attenuation distribution using only the SPECT emission data. In the process, a path-based formalism to process the LM SPECT emission data, including the scattered-photon data, is proposed. The Fisher information method was implemented on NVIDIA graphics processing units (GPU) for acceleration. The method was applied to analyze the information content of SPECT LM emission data, which contains up to first-order scattered events, in a simulated SPECT system with parameters modeling a clinical system using realistic computational studies with 2-D digital synthetic and anthropomorphic phantoms. The method was also applied to LM data containing up to second-order scatter for a synthetic phantom. Experiments with anthropomorphic phantoms simulated myocardial perfusion and dopamine transporter (DaT)-Scan SPECT studies. The results show that the CRB obtained for the attenuation and activity coefficients was typically much lower than the true value of these coefficients. An increase in the number of detected photons yielded lower CRB for both the attenuation and activity coefficients. Further, we observed that systems with better energy resolution yielded a lower CRB for the attenuation coefficient. Overall, the results provide evidence that LM SPECT emission data, including the scattered photons, contains information to jointly estimate the activity and attenuation coefficients.

Entities:  

Keywords:  Attenuation compensation; Fisher information; Joint reconstruction; List-mode data; SPECT; Scattering

Year:  2020        PMID: 33071423      PMCID: PMC7561050          DOI: 10.1088/1361-6420/ab958b

Source DB:  PubMed          Journal:  Inverse Probl        ISSN: 0266-5611            Impact factor:   2.407


  35 in total

1.  Simultaneous maximum a posteriori reconstruction of attenuation and activity distributions from emission sinograms.

Authors:  J Nuyts; P Dupont; S Stroobants; R Benninck; L Mortelmans; P Suetens
Journal:  IEEE Trans Med Imaging       Date:  1999-05       Impact factor: 10.048

Review 2.  Determination of the attenuation map in emission tomography.

Authors:  Habib Zaidi; Bruce Hasegawa
Journal:  J Nucl Med       Date:  2003-02       Impact factor: 10.057

3.  Application of task-based measures of image quality to optimization and evaluation of three-dimensional reconstruction-based compensation methods in myocardial perfusion SPECT.

Authors:  Eric C Frey; Karen L Gilland; Benjamin M W Tsui
Journal:  IEEE Trans Med Imaging       Date:  2002-09       Impact factor: 10.048

4.  The impact of 3D volume of interest definition on accuracy and precision of activity estimation in quantitative SPECT and planar processing methods.

Authors:  Bin He; Eric C Frey
Journal:  Phys Med Biol       Date:  2010-05-28       Impact factor: 3.609

5.  Clinical validation of SPECT attenuation correction using x-ray computed tomography-derived attenuation maps: multicenter clinical trial with angiographic correlation.

Authors:  Yasmin Masood; Yi-Hwa Liu; Gordon Depuey; Raymond Taillefer; Luis I Araujo; Steven Allen; Dominique Delbeke; Frank Anstett; Aharon Peretz; Mary-Jo Zito; Vera Tsatkin; Frans J Th Wackers
Journal:  J Nucl Cardiol       Date:  2005 Nov-Dec       Impact factor: 5.952

6.  List-mode likelihood.

Authors:  H H Barrett; T White; L C Parra
Journal:  J Opt Soc Am A Opt Image Sci Vis       Date:  1997-11       Impact factor: 2.129

7.  Effect of spatial resolution on SPECT quantification values.

Authors:  A Kojima; M Matsumoto; M Takahashi; Y Hirota; H Yoshida
Journal:  J Nucl Med       Date:  1989-04       Impact factor: 10.057

8.  Towards continuous-to-continuous 3D imaging in the real world.

Authors:  L Caucci; Z Liu; A K Jha; H Han; L R Furenlid; H H Barrett
Journal:  Phys Med Biol       Date:  2019-09-18       Impact factor: 3.609

9.  Estimating ROI activity concentration with photon-processing and photon-counting SPECT imaging systems.

Authors:  Abhinav K Jha; Eric C Frey
Journal:  Proc SPIE Int Soc Opt Eng       Date:  2015-04-13

10.  An EM algorithm for estimating SPECT emission and transmission parameters from emissions data only.

Authors:  A Krol; J E Bowsher; S H Manglos; D H Feiglin; M P Tornai; F D Thomas
Journal:  IEEE Trans Med Imaging       Date:  2001-03       Impact factor: 10.048

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  5 in total

1.  Direct Image-Based Attenuation Correction using Conditional Generative Adversarial Network for SPECT Myocardial Perfusion Imaging.

Authors:  Mahsa Torkaman; Jaewon Yang; Luyao Shi; Rui Wang; Edward J Miller; Albert J Sinusas; Chi Liu; Grant T Gullberg; Youngho Seo
Journal:  Proc SPIE Int Soc Opt Eng       Date:  2021-02-15

2.  Deep-learning-based methods of attenuation correction for SPECT and PET.

Authors:  Xiongchao Chen; Chi Liu
Journal:  J Nucl Cardiol       Date:  2022-06-09       Impact factor: 5.952

3.  A physics and learning-based transmission-less attenuation compensation method for SPECT.

Authors:  Zitong Yu; Md Ashequr Rahman; Thomas Schindler; Richard Laforest; Abhinav K Jha
Journal:  Proc SPIE Int Soc Opt Eng       Date:  2021-02-15

4.  Direct and indirect strategies of deep-learning-based attenuation correction for general purpose and dedicated cardiac SPECT.

Authors:  Xiongchao Chen; Bo Zhou; Huidong Xie; Luyao Shi; Hui Liu; Wolfgang Holler; MingDe Lin; Yi-Hwa Liu; Edward J Miller; Albert J Sinusas; Chi Liu
Journal:  Eur J Nucl Med Mol Imaging       Date:  2022-02-16       Impact factor: 10.057

5.  Task-based assessment of binned and list-mode SPECT systems.

Authors:  Md Ashequr Rahman; Abhinav K Jha
Journal:  Proc SPIE Int Soc Opt Eng       Date:  2021-02-15
  5 in total

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