Optimizing scan time and bayesian penalized likelihood reconstruction algorithm in copper-64 PET/CT imaging: a phantom study
: The aim of this study was to evaluate Cu-64 PET phantom image quality using Bayesian Penalized Likelihood (BPL) and Ordered Subset Expectation Maximum with point-spread function modeling (OSEM-PSF) reconstruction algorithms. In the BPL, the regularization parameterβwas varied to identify the optim...
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description | : The aim of this study was to evaluate Cu-64 PET phantom image quality using Bayesian Penalized Likelihood (BPL) and Ordered Subset Expectation Maximum with point-spread function modeling (OSEM-PSF) reconstruction algorithms. In the BPL, the regularization parameterβwas varied to identify the optimum value for image quality. In the OSEM-PSF, the effect of acquisition time was evaluated to assess the feasibility of shortened scan duration.
: A NEMA IEC PET body phantom was filled with known activities of water soluble Cu-64. The phantom was imaged on a PET/CT scanner and was reconstructed using BPL and OSEM-PSF algorithms. For the BPL reconstruction, variousβvalues (150, 250, 350, 450, and 550) were evaluated. For the OSEM-PSF algorithm, reconstructions were performed using list-mode data intervals ranging from 7.5 to 240 s. Image quality was assessed by evaluating the signal to noise ratio (SNR), contrast to noise ratio (CNR), and background variability (BV).
: The SNR and CNR were higher in images reconstructed with BPL compared to OSEM-PSF. Both the SNR and CNR increased with increasing
, peaking atβ= 550. The CNR for all
, sphere sizes and tumor-to-background ratios (TBRs) satisfied the Rose criterion for image detectability (CNR > 5). BPL reconstructed images with
= 550 demonstrated the highest improvement in image quality. For OSEM-PSF reconstructed images with list-mode data duration ≥ 120 s, the noise level and CNR were not significantly different from the baseline 240 s list-mode data duration.
: BPL reconstruction improved Cu-64 PET phantom image quality by increasing SNR and CNR relative to OSEM-PSF reconstruction. Additionally, this study demonstrated scan time can be reduced from 240 to 120 s when using OSEM-PSF reconstruction while maintaining similar image quality. This study provides baseline data that may guide future studies aimed to improve clinical Cu-64 imaging. |
doi_str_mv | 10.1088/2057-1976/ad3e00 |
format | Article |
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: A NEMA IEC PET body phantom was filled with known activities of water soluble Cu-64. The phantom was imaged on a PET/CT scanner and was reconstructed using BPL and OSEM-PSF algorithms. For the BPL reconstruction, variousβvalues (150, 250, 350, 450, and 550) were evaluated. For the OSEM-PSF algorithm, reconstructions were performed using list-mode data intervals ranging from 7.5 to 240 s. Image quality was assessed by evaluating the signal to noise ratio (SNR), contrast to noise ratio (CNR), and background variability (BV).
: The SNR and CNR were higher in images reconstructed with BPL compared to OSEM-PSF. Both the SNR and CNR increased with increasing
, peaking atβ= 550. The CNR for all
, sphere sizes and tumor-to-background ratios (TBRs) satisfied the Rose criterion for image detectability (CNR > 5). BPL reconstructed images with
= 550 demonstrated the highest improvement in image quality. For OSEM-PSF reconstructed images with list-mode data duration ≥ 120 s, the noise level and CNR were not significantly different from the baseline 240 s list-mode data duration.
: BPL reconstruction improved Cu-64 PET phantom image quality by increasing SNR and CNR relative to OSEM-PSF reconstruction. Additionally, this study demonstrated scan time can be reduced from 240 to 120 s when using OSEM-PSF reconstruction while maintaining similar image quality. This study provides baseline data that may guide future studies aimed to improve clinical Cu-64 imaging.</description><identifier>ISSN: 2057-1976</identifier><identifier>EISSN: 2057-1976</identifier><identifier>DOI: 10.1088/2057-1976/ad3e00</identifier><identifier>PMID: 38608316</identifier><language>eng</language><publisher>England: IOP Publishing</publisher><subject>Algorithms ; Bayes Theorem ; bayesian penalized likelihood (BPL) ; Copper 64 (Cu-64) ; Copper Radioisotopes ; Humans ; Image Processing, Computer-Assisted - methods ; Likelihood Functions ; PET/CT ; Phantoms, Imaging ; Positron Emission Tomography Computed Tomography - methods ; protocol optimization ; Signal-To-Noise Ratio</subject><ispartof>Biomedical physics & engineering express, 2024-07, Vol.10 (4), p.45019</ispartof><rights>2024 IOP Publishing Ltd</rights><rights>2024 IOP Publishing Ltd.</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><cites>FETCH-LOGICAL-c322t-f3f7af705ccd9b2f23f93a6d69f3d9c1e490fa5a03f000b182eeda0cc4a01cfd3</cites><orcidid>0000-0003-3053-2641 ; 0000-0002-4186-7255 ; 0009-0000-7244-7467</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://iopscience.iop.org/article/10.1088/2057-1976/ad3e00/pdf$$EPDF$$P50$$Giop$$H</linktopdf><link.rule.ids>314,776,780,27901,27902,53821,53868</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/38608316$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Monsef, Abbas</creatorcontrib><creatorcontrib>Sheikhzadeh, Peyman</creatorcontrib><creatorcontrib>Steiner, Joseph R</creatorcontrib><creatorcontrib>Sadeghi, Fatemeh</creatorcontrib><creatorcontrib>Yazdani, Mohammadreza</creatorcontrib><creatorcontrib>Ghafarian, Pardis</creatorcontrib><title>Optimizing scan time and bayesian penalized likelihood reconstruction algorithm in copper-64 PET/CT imaging: a phantom study</title><title>Biomedical physics & engineering express</title><addtitle>BPEX</addtitle><addtitle>Biomed. Phys. Eng. Express</addtitle><description>: The aim of this study was to evaluate Cu-64 PET phantom image quality using Bayesian Penalized Likelihood (BPL) and Ordered Subset Expectation Maximum with point-spread function modeling (OSEM-PSF) reconstruction algorithms. In the BPL, the regularization parameterβwas varied to identify the optimum value for image quality. In the OSEM-PSF, the effect of acquisition time was evaluated to assess the feasibility of shortened scan duration.
: A NEMA IEC PET body phantom was filled with known activities of water soluble Cu-64. The phantom was imaged on a PET/CT scanner and was reconstructed using BPL and OSEM-PSF algorithms. For the BPL reconstruction, variousβvalues (150, 250, 350, 450, and 550) were evaluated. For the OSEM-PSF algorithm, reconstructions were performed using list-mode data intervals ranging from 7.5 to 240 s. Image quality was assessed by evaluating the signal to noise ratio (SNR), contrast to noise ratio (CNR), and background variability (BV).
: The SNR and CNR were higher in images reconstructed with BPL compared to OSEM-PSF. Both the SNR and CNR increased with increasing
, peaking atβ= 550. The CNR for all
, sphere sizes and tumor-to-background ratios (TBRs) satisfied the Rose criterion for image detectability (CNR > 5). BPL reconstructed images with
= 550 demonstrated the highest improvement in image quality. For OSEM-PSF reconstructed images with list-mode data duration ≥ 120 s, the noise level and CNR were not significantly different from the baseline 240 s list-mode data duration.
: BPL reconstruction improved Cu-64 PET phantom image quality by increasing SNR and CNR relative to OSEM-PSF reconstruction. Additionally, this study demonstrated scan time can be reduced from 240 to 120 s when using OSEM-PSF reconstruction while maintaining similar image quality. This study provides baseline data that may guide future studies aimed to improve clinical Cu-64 imaging.</description><subject>Algorithms</subject><subject>Bayes Theorem</subject><subject>bayesian penalized likelihood (BPL)</subject><subject>Copper 64 (Cu-64)</subject><subject>Copper Radioisotopes</subject><subject>Humans</subject><subject>Image Processing, Computer-Assisted - methods</subject><subject>Likelihood Functions</subject><subject>PET/CT</subject><subject>Phantoms, Imaging</subject><subject>Positron Emission Tomography Computed Tomography - methods</subject><subject>protocol optimization</subject><subject>Signal-To-Noise Ratio</subject><issn>2057-1976</issn><issn>2057-1976</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2024</creationdate><recordtype>article</recordtype><sourceid>EIF</sourceid><recordid>eNp9kDFv3CAYhq2qURMl2TtVjBnq3oexsd2tOqVJpUjJcJkRho87Uhso2FIv6o8vp0ujDlUn4NPzvsBTFO8pfKLQdasKmrakfctXUjMEeFOcvY7e_rU_LS5TegIAyivO--Zdcco6Dh2j_Kz4dR9mO9ln67YkKelIPiGRTpNB7jHZPAno5GifUZPRfsfR7rzXJKLyLs1xUbP1jshx66OddxOxjigfAsaS1-TherNab4id5DZf8JlIEnbSzX4iaV70_qI4MXJMePmynhePX68369vy7v7m2_rLXalYVc2lYaaVpoVGKd0PlamY6ZnkmveG6V5RrHswspHATP7lQLsKUUtQqpZAldHsvLg69obofyyYZjHZpHAcpUO_JMGAdTVrOWcZhSOqok8pohEh5ufHvaAgDtrFwas4eBVH7Tny4aV9GSbUr4E_kjPw8QhYH8STX2L2mf7Xd_UPfAj485CpBdQN0F4EbdhvU7Kbaw</recordid><startdate>20240701</startdate><enddate>20240701</enddate><creator>Monsef, Abbas</creator><creator>Sheikhzadeh, Peyman</creator><creator>Steiner, Joseph R</creator><creator>Sadeghi, Fatemeh</creator><creator>Yazdani, Mohammadreza</creator><creator>Ghafarian, Pardis</creator><general>IOP Publishing</general><scope>CGR</scope><scope>CUY</scope><scope>CVF</scope><scope>ECM</scope><scope>EIF</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7X8</scope><orcidid>https://orcid.org/0000-0003-3053-2641</orcidid><orcidid>https://orcid.org/0000-0002-4186-7255</orcidid><orcidid>https://orcid.org/0009-0000-7244-7467</orcidid></search><sort><creationdate>20240701</creationdate><title>Optimizing scan time and bayesian penalized likelihood reconstruction algorithm in copper-64 PET/CT imaging: a phantom study</title><author>Monsef, Abbas ; Sheikhzadeh, Peyman ; Steiner, Joseph R ; Sadeghi, Fatemeh ; Yazdani, Mohammadreza ; Ghafarian, Pardis</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c322t-f3f7af705ccd9b2f23f93a6d69f3d9c1e490fa5a03f000b182eeda0cc4a01cfd3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2024</creationdate><topic>Algorithms</topic><topic>Bayes Theorem</topic><topic>bayesian penalized likelihood (BPL)</topic><topic>Copper 64 (Cu-64)</topic><topic>Copper Radioisotopes</topic><topic>Humans</topic><topic>Image Processing, Computer-Assisted - methods</topic><topic>Likelihood Functions</topic><topic>PET/CT</topic><topic>Phantoms, Imaging</topic><topic>Positron Emission Tomography Computed Tomography - methods</topic><topic>protocol optimization</topic><topic>Signal-To-Noise Ratio</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Monsef, Abbas</creatorcontrib><creatorcontrib>Sheikhzadeh, Peyman</creatorcontrib><creatorcontrib>Steiner, Joseph R</creatorcontrib><creatorcontrib>Sadeghi, Fatemeh</creatorcontrib><creatorcontrib>Yazdani, Mohammadreza</creatorcontrib><creatorcontrib>Ghafarian, Pardis</creatorcontrib><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>MEDLINE - Academic</collection><jtitle>Biomedical physics & engineering express</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Monsef, Abbas</au><au>Sheikhzadeh, Peyman</au><au>Steiner, Joseph R</au><au>Sadeghi, Fatemeh</au><au>Yazdani, Mohammadreza</au><au>Ghafarian, Pardis</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Optimizing scan time and bayesian penalized likelihood reconstruction algorithm in copper-64 PET/CT imaging: a phantom study</atitle><jtitle>Biomedical physics & engineering express</jtitle><stitle>BPEX</stitle><addtitle>Biomed. Phys. Eng. Express</addtitle><date>2024-07-01</date><risdate>2024</risdate><volume>10</volume><issue>4</issue><spage>45019</spage><pages>45019-</pages><issn>2057-1976</issn><eissn>2057-1976</eissn><abstract>: The aim of this study was to evaluate Cu-64 PET phantom image quality using Bayesian Penalized Likelihood (BPL) and Ordered Subset Expectation Maximum with point-spread function modeling (OSEM-PSF) reconstruction algorithms. In the BPL, the regularization parameterβwas varied to identify the optimum value for image quality. In the OSEM-PSF, the effect of acquisition time was evaluated to assess the feasibility of shortened scan duration.
: A NEMA IEC PET body phantom was filled with known activities of water soluble Cu-64. The phantom was imaged on a PET/CT scanner and was reconstructed using BPL and OSEM-PSF algorithms. For the BPL reconstruction, variousβvalues (150, 250, 350, 450, and 550) were evaluated. For the OSEM-PSF algorithm, reconstructions were performed using list-mode data intervals ranging from 7.5 to 240 s. Image quality was assessed by evaluating the signal to noise ratio (SNR), contrast to noise ratio (CNR), and background variability (BV).
: The SNR and CNR were higher in images reconstructed with BPL compared to OSEM-PSF. Both the SNR and CNR increased with increasing
, peaking atβ= 550. The CNR for all
, sphere sizes and tumor-to-background ratios (TBRs) satisfied the Rose criterion for image detectability (CNR > 5). BPL reconstructed images with
= 550 demonstrated the highest improvement in image quality. For OSEM-PSF reconstructed images with list-mode data duration ≥ 120 s, the noise level and CNR were not significantly different from the baseline 240 s list-mode data duration.
: BPL reconstruction improved Cu-64 PET phantom image quality by increasing SNR and CNR relative to OSEM-PSF reconstruction. Additionally, this study demonstrated scan time can be reduced from 240 to 120 s when using OSEM-PSF reconstruction while maintaining similar image quality. This study provides baseline data that may guide future studies aimed to improve clinical Cu-64 imaging.</abstract><cop>England</cop><pub>IOP Publishing</pub><pmid>38608316</pmid><doi>10.1088/2057-1976/ad3e00</doi><tpages>12</tpages><orcidid>https://orcid.org/0000-0003-3053-2641</orcidid><orcidid>https://orcid.org/0000-0002-4186-7255</orcidid><orcidid>https://orcid.org/0009-0000-7244-7467</orcidid></addata></record> |
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subjects | Algorithms Bayes Theorem bayesian penalized likelihood (BPL) Copper 64 (Cu-64) Copper Radioisotopes Humans Image Processing, Computer-Assisted - methods Likelihood Functions PET/CT Phantoms, Imaging Positron Emission Tomography Computed Tomography - methods protocol optimization Signal-To-Noise Ratio |
title | Optimizing scan time and bayesian penalized likelihood reconstruction algorithm in copper-64 PET/CT imaging: a phantom study |
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