Literature DB >> 14579091

Optimisation of the OS-EM algorithm and comparison with FBP for image reconstruction on a dual-head camera: a phantom and a clinical 18F-FDG study.

Fabrice Gutman1, Isabelle Gardin, Nicolas Delahaye, Hervé Rakotonirina, Anne Hitzel, Alain Manrique, Dominique Le Guludec, Pierre Véra.   

Abstract

Iterative reconstruction algorithms, such as the ordered subsets expectation maximisation (OS-EM), are a promising alternative to filtered backprojection (FBP). The aims of this study were first to optimise the OS-EM algorithm in terms of iteration number and to study the usefulness of post-filtering, and second to compare OS-EM and FBP for image reconstruction on a fluorine-18 fluorodeoxyglucose ((18)F-FDG) dual-head camera (DHC). These two goals were addressed using phantom acquisitions. The performances of these algorithms were also studied in patient acquisitions performed on a DHC and a PET on the same day. Phantom experiments were performed on a DHC using a Jaszczak phantom containing six spheres filled with (18)F-FDG, two background levels (0.95, 6.80 kBq/ml) and three object contrasts (5.9, 3.7, 2.7). The reconstruction algorithms were FBP with a Gaussian filter (FWHM 0.5-2 pixel width) and OS-EM using 8-128 equivalent iterations (equivalent to the ML-EM algorithm) with and without Gaussian post-filtering [OS-EM (iterations, pixel width)]. Contrast recovery coefficient (CRC) and noise characteristics were assessed. Twenty-two patients (21 male, one female; age 55+/-15 years) with lung cancer underwent, on the same day, PET (1 h post injection of 37 MBq/kg (18)F-FDG) and DHC acquisitions (3 h post injection). DHC data were reconstructed using six methods: FBP (1), OS-EM (16), (40), (40,1), (64) and (64,1). These sets were evaluated by two observers and compared to PET reconstructed with OS-EM (16). The number of detected lesions and the visual quality were assessed. A marked improvement in CRC was observed with OS-EM as compared with FBP when more than 24 iterations were used. The CRC increased markedly from 8 to 40 iterations and then reached a plateau. The noise was stable until 40 iterations and then increased. The best compromise was obtained for OS-EM (32) and OS-EM (40,1). For the patient study, OS-EM provided images of better visual quality, but with no significant difference in detection sensitivity. OS-EM was superior to FBP in terms of contrast recovery and noise level. The optimal compromise between contrast recovery and noise was obtained for OS-EM (32) and (40,1) on the phantom study. The clinical study showed that OS-EM yielded images of better visual quality but with no improvement in terms of detection of lung cancer.

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Year:  2003        PMID: 14579091     DOI: 10.1007/s00259-003-1246-6

Source DB:  PubMed          Journal:  Eur J Nucl Med Mol Imaging        ISSN: 1619-7070            Impact factor:   9.236


  22 in total

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Authors:  D Blocklet; A Seret; N Popa; A Schoutens
Journal:  J Nucl Med       Date:  1999-12       Impact factor: 10.057

2.  Comparative evaluation of lesion detectability for 6 PET imaging platforms using a highly reproducible whole-body phantom with (22)Na lesions and localization ROC analysis.

Authors:  Dan J Kadrmas; Paul E Christian
Journal:  J Nucl Med       Date:  2002-11       Impact factor: 10.057

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Journal:  Phys Med Biol       Date:  1998-06       Impact factor: 3.609

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Journal:  Phys Med Biol       Date:  1993-01       Impact factor: 3.609

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Journal:  J Nucl Med       Date:  1993-10       Impact factor: 10.057

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Journal:  Eur J Nucl Med       Date:  2000-05

8.  Primary and metastatic breast carcinoma: initial clinical evaluation with PET with the radiolabeled glucose analogue 2-[F-18]-fluoro-2-deoxy-D-glucose.

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Journal:  Radiology       Date:  1991-06       Impact factor: 11.105

9.  Accelerated EM reconstruction in total-body PET: potential for improving tumour detectability.

Authors:  S R Meikle; B F Hutton; D L Bailey; P K Hooper; M J Fulham
Journal:  Phys Med Biol       Date:  1994-10       Impact factor: 3.609

10.  The clinical value of (18)F-FDG detection with a dual-head coincidence camera: a review.

Authors:  I Ak; J Blokland; E Pauwels; M Stokkel
Journal:  Eur J Nucl Med       Date:  2001-06
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  7 in total

1.  Comparison of a noise-weighted filtered backprojection algorithm with the Standard MLEM algorithm for poisson noise.

Authors:  Gengsheng L Zeng
Journal:  J Nucl Med Technol       Date:  2013-10-24

2.  Statistical iterative reconstruction for streak artefact reduction when using multidetector CT to image the dento-alveolar structures.

Authors:  J Dong; Y Hayakawa; C Kober
Journal:  Dentomaxillofac Radiol       Date:  2014-04-22       Impact factor: 2.419

3.  Future direction of renal positron emission tomography.

Authors:  Zsolt Szabo; Jinsong Xia; William B Mathews; Phillip R Brown
Journal:  Semin Nucl Med       Date:  2006-01       Impact factor: 4.446

4.  Filtered Backprojection Algorithm Can Outperform Iterative Maximum Likelihood Expectation-Maximization Algorithm.

Authors:  Gengsheng L Zeng
Journal:  Int J Imaging Syst Technol       Date:  2012-05-12       Impact factor: 2.000

5.  PET imaging for the quantification of biologically heterogeneous tumours: measuring the effect of relative position on image-based quantification of dose-painting targets.

Authors:  Keisha C McCall; David L Barbee; Michael W Kissick; Robert Jeraj
Journal:  Phys Med Biol       Date:  2010-04-22       Impact factor: 3.609

6.  Optimization of Ordered Subset Expectation Maximization Reconstruction for Reducing Urinary Bladder Artifacts in Single-photon Emission Computed Tomography Imaging.

Authors:  A M Katua; A O Ankrah; M Vorster; A van Gelder; M M Sathekge
Journal:  World J Nucl Med       Date:  2011-01

7.  Wiener filter improves diagnostic accuracy of CAD SPECT images-comparison to angiography and CT angiography.

Authors:  Michael A Masoomi; Iman Al-Shammeri; Khaled Kalafallah; Hany M A Elrahman; Osama Ragab; Ebba Ahmed; Jehan Al-Shammeri; Sharif Arafat
Journal:  Medicine (Baltimore)       Date:  2019-01       Impact factor: 1.817

  7 in total

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