Loading…

Intra-scanner repeatability of quantitative imaging features in a 3D printed semi-anthropomorphic CT phantom

Radiomics has shown to provide novel diagnostic and predictive disease information based on quantitative image features in study settings. However, limited data yielded contradictory results and important questions regarding the validity of the methods remain to be answered. The purpose of this stud...

Full description

Saved in:
Bibliographic Details
Published in:European journal of radiology 2021-08, Vol.141, p.109818-109818, Article 109818
Main Authors: Muenzfeld, Hanna, Nowak, Claus, Riedlberger, Stefanie, Hartenstein, Alexander, Hamm, Bernd, Jahnke, Paul, Penzkofer, Tobias
Format: Article
Language:English
Subjects:
Citations: Items that this one cites
Items that cite this one
Online Access:Get full text
Tags: Add Tag
No Tags, Be the first to tag this record!
cited_by cdi_FETCH-LOGICAL-c336t-58d3193a7d095ed4d206f3c7155e51e7aebbd7df38e07a3fb0d2b17fd0954a3f3
cites cdi_FETCH-LOGICAL-c336t-58d3193a7d095ed4d206f3c7155e51e7aebbd7df38e07a3fb0d2b17fd0954a3f3
container_end_page 109818
container_issue
container_start_page 109818
container_title European journal of radiology
container_volume 141
creator Muenzfeld, Hanna
Nowak, Claus
Riedlberger, Stefanie
Hartenstein, Alexander
Hamm, Bernd
Jahnke, Paul
Penzkofer, Tobias
description Radiomics has shown to provide novel diagnostic and predictive disease information based on quantitative image features in study settings. However, limited data yielded contradictory results and important questions regarding the validity of the methods remain to be answered. The purpose of this study was to evaluate how clinical imaging techniques affect the stability of radiomics features by using 3D printed anthropomorphic CT phantom to test for repeatability and reproducibility of quantitative parameters. 48 PET/CT validated lymph nodes of prostate cancer patients (24 metastatic, 24 non-metastatic) were used as a template to create a customized 3D printed anthropomorphic phantom. We subsequently scanned the phantom five times with a routine abdominal CT protocol. Images were reconstructed using iterative reconstruction and two soft tissue kernels and one bone kernel. Radiomics features were extracted and assessed for repeatability and susceptibility towards image reconstruction settings using concordance correlation coefficients. Our analysis revealed 19 of 86 features (22 %) as highly repeatable (CCC ≥ 0.85) with low susceptibility towards image reconstruction protocols. Most features analyzed depicted critical non-repeatability with CCC’s < 0.75 even under entirely consistent imaging acquisition settings. Edge enhancing kernels result in higher variances between the scans and differences in repeatability and reproducibility were detected between PSMA-positive and negative lymph nodes with overall more stable features seen in tumor positive lymph nodes. Both, repeatability and reproducibility play a crucial role in the validation process of radiomics features in clinical routine. This phantom study shows that most radiomics features in contrast to previous studies, including phantom and clinical, do not depict sufficient intra-scanner repeatability to serve as reliable diagnostic tools.
doi_str_mv 10.1016/j.ejrad.2021.109818
format article
fullrecord <record><control><sourceid>proquest_cross</sourceid><recordid>TN_cdi_proquest_miscellaneous_2544460083</recordid><sourceformat>XML</sourceformat><sourcesystem>PC</sourcesystem><els_id>S0720048X21002990</els_id><sourcerecordid>2544460083</sourcerecordid><originalsourceid>FETCH-LOGICAL-c336t-58d3193a7d095ed4d206f3c7155e51e7aebbd7df38e07a3fb0d2b17fd0954a3f3</originalsourceid><addsrcrecordid>eNp9kE1LAzEQhoMoWKu_wEuOXrbmY7fZHjxI_SoUvFTwFrLJbJuym2yTtNB_b2o9exrm5XkH5kHonpIJJXT6uJ3ANigzYYTRnMxqWl-gEa0FK4Rg4hKNiGCkIGX9fY1uYtwSQqpyxkaoW7gUVBG1cg4CDjCASqqxnU1H7Fu82yuXbFLJHgDbXq2tW-M2M_sAEVuHFeYveAjWJTA4Qm-LXNgEP_jeh2FjNZ6v8LDJoe9v0VWrugh3f3OMvt5eV_OPYvn5vpg_LwvN-TQVVW04nXElDJlVYErDyLTlWtCqgoqCUNA0RpiW10CE4m1DDGuoaE94mXc-Rg_nu0Pwuz3EJHsbNXSdcuD3UbKqLMspITXPKD-jOvgYA7Qy_9KrcJSUyJNbuZW_buXJrTy7za2ncwvyFwcLQUZtwWkwNoBO0nj7b_8HMi6Fdw</addsrcrecordid><sourcetype>Aggregation Database</sourcetype><iscdi>true</iscdi><recordtype>article</recordtype><pqid>2544460083</pqid></control><display><type>article</type><title>Intra-scanner repeatability of quantitative imaging features in a 3D printed semi-anthropomorphic CT phantom</title><source>ScienceDirect Freedom Collection</source><creator>Muenzfeld, Hanna ; Nowak, Claus ; Riedlberger, Stefanie ; Hartenstein, Alexander ; Hamm, Bernd ; Jahnke, Paul ; Penzkofer, Tobias</creator><creatorcontrib>Muenzfeld, Hanna ; Nowak, Claus ; Riedlberger, Stefanie ; Hartenstein, Alexander ; Hamm, Bernd ; Jahnke, Paul ; Penzkofer, Tobias</creatorcontrib><description>Radiomics has shown to provide novel diagnostic and predictive disease information based on quantitative image features in study settings. However, limited data yielded contradictory results and important questions regarding the validity of the methods remain to be answered. The purpose of this study was to evaluate how clinical imaging techniques affect the stability of radiomics features by using 3D printed anthropomorphic CT phantom to test for repeatability and reproducibility of quantitative parameters. 48 PET/CT validated lymph nodes of prostate cancer patients (24 metastatic, 24 non-metastatic) were used as a template to create a customized 3D printed anthropomorphic phantom. We subsequently scanned the phantom five times with a routine abdominal CT protocol. Images were reconstructed using iterative reconstruction and two soft tissue kernels and one bone kernel. Radiomics features were extracted and assessed for repeatability and susceptibility towards image reconstruction settings using concordance correlation coefficients. Our analysis revealed 19 of 86 features (22 %) as highly repeatable (CCC ≥ 0.85) with low susceptibility towards image reconstruction protocols. Most features analyzed depicted critical non-repeatability with CCC’s &lt; 0.75 even under entirely consistent imaging acquisition settings. Edge enhancing kernels result in higher variances between the scans and differences in repeatability and reproducibility were detected between PSMA-positive and negative lymph nodes with overall more stable features seen in tumor positive lymph nodes. Both, repeatability and reproducibility play a crucial role in the validation process of radiomics features in clinical routine. This phantom study shows that most radiomics features in contrast to previous studies, including phantom and clinical, do not depict sufficient intra-scanner repeatability to serve as reliable diagnostic tools.</description><identifier>ISSN: 0720-048X</identifier><identifier>EISSN: 1872-7727</identifier><identifier>DOI: 10.1016/j.ejrad.2021.109818</identifier><language>eng</language><publisher>Elsevier B.V</publisher><subject>Phantom ; Radiomics ; Repeatability</subject><ispartof>European journal of radiology, 2021-08, Vol.141, p.109818-109818, Article 109818</ispartof><rights>2021 Elsevier B.V.</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c336t-58d3193a7d095ed4d206f3c7155e51e7aebbd7df38e07a3fb0d2b17fd0954a3f3</citedby><cites>FETCH-LOGICAL-c336t-58d3193a7d095ed4d206f3c7155e51e7aebbd7df38e07a3fb0d2b17fd0954a3f3</cites><orcidid>0000-0003-2039-6316 ; 0000-0001-9591-8575 ; 0000-0003-3946-8359</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>314,776,780,27903,27904</link.rule.ids></links><search><creatorcontrib>Muenzfeld, Hanna</creatorcontrib><creatorcontrib>Nowak, Claus</creatorcontrib><creatorcontrib>Riedlberger, Stefanie</creatorcontrib><creatorcontrib>Hartenstein, Alexander</creatorcontrib><creatorcontrib>Hamm, Bernd</creatorcontrib><creatorcontrib>Jahnke, Paul</creatorcontrib><creatorcontrib>Penzkofer, Tobias</creatorcontrib><title>Intra-scanner repeatability of quantitative imaging features in a 3D printed semi-anthropomorphic CT phantom</title><title>European journal of radiology</title><description>Radiomics has shown to provide novel diagnostic and predictive disease information based on quantitative image features in study settings. However, limited data yielded contradictory results and important questions regarding the validity of the methods remain to be answered. The purpose of this study was to evaluate how clinical imaging techniques affect the stability of radiomics features by using 3D printed anthropomorphic CT phantom to test for repeatability and reproducibility of quantitative parameters. 48 PET/CT validated lymph nodes of prostate cancer patients (24 metastatic, 24 non-metastatic) were used as a template to create a customized 3D printed anthropomorphic phantom. We subsequently scanned the phantom five times with a routine abdominal CT protocol. Images were reconstructed using iterative reconstruction and two soft tissue kernels and one bone kernel. Radiomics features were extracted and assessed for repeatability and susceptibility towards image reconstruction settings using concordance correlation coefficients. Our analysis revealed 19 of 86 features (22 %) as highly repeatable (CCC ≥ 0.85) with low susceptibility towards image reconstruction protocols. Most features analyzed depicted critical non-repeatability with CCC’s &lt; 0.75 even under entirely consistent imaging acquisition settings. Edge enhancing kernels result in higher variances between the scans and differences in repeatability and reproducibility were detected between PSMA-positive and negative lymph nodes with overall more stable features seen in tumor positive lymph nodes. Both, repeatability and reproducibility play a crucial role in the validation process of radiomics features in clinical routine. This phantom study shows that most radiomics features in contrast to previous studies, including phantom and clinical, do not depict sufficient intra-scanner repeatability to serve as reliable diagnostic tools.</description><subject>Phantom</subject><subject>Radiomics</subject><subject>Repeatability</subject><issn>0720-048X</issn><issn>1872-7727</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2021</creationdate><recordtype>article</recordtype><recordid>eNp9kE1LAzEQhoMoWKu_wEuOXrbmY7fZHjxI_SoUvFTwFrLJbJuym2yTtNB_b2o9exrm5XkH5kHonpIJJXT6uJ3ANigzYYTRnMxqWl-gEa0FK4Rg4hKNiGCkIGX9fY1uYtwSQqpyxkaoW7gUVBG1cg4CDjCASqqxnU1H7Fu82yuXbFLJHgDbXq2tW-M2M_sAEVuHFeYveAjWJTA4Qm-LXNgEP_jeh2FjNZ6v8LDJoe9v0VWrugh3f3OMvt5eV_OPYvn5vpg_LwvN-TQVVW04nXElDJlVYErDyLTlWtCqgoqCUNA0RpiW10CE4m1DDGuoaE94mXc-Rg_nu0Pwuz3EJHsbNXSdcuD3UbKqLMspITXPKD-jOvgYA7Qy_9KrcJSUyJNbuZW_buXJrTy7za2ncwvyFwcLQUZtwWkwNoBO0nj7b_8HMi6Fdw</recordid><startdate>202108</startdate><enddate>202108</enddate><creator>Muenzfeld, Hanna</creator><creator>Nowak, Claus</creator><creator>Riedlberger, Stefanie</creator><creator>Hartenstein, Alexander</creator><creator>Hamm, Bernd</creator><creator>Jahnke, Paul</creator><creator>Penzkofer, Tobias</creator><general>Elsevier B.V</general><scope>AAYXX</scope><scope>CITATION</scope><scope>7X8</scope><orcidid>https://orcid.org/0000-0003-2039-6316</orcidid><orcidid>https://orcid.org/0000-0001-9591-8575</orcidid><orcidid>https://orcid.org/0000-0003-3946-8359</orcidid></search><sort><creationdate>202108</creationdate><title>Intra-scanner repeatability of quantitative imaging features in a 3D printed semi-anthropomorphic CT phantom</title><author>Muenzfeld, Hanna ; Nowak, Claus ; Riedlberger, Stefanie ; Hartenstein, Alexander ; Hamm, Bernd ; Jahnke, Paul ; Penzkofer, Tobias</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c336t-58d3193a7d095ed4d206f3c7155e51e7aebbd7df38e07a3fb0d2b17fd0954a3f3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2021</creationdate><topic>Phantom</topic><topic>Radiomics</topic><topic>Repeatability</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Muenzfeld, Hanna</creatorcontrib><creatorcontrib>Nowak, Claus</creatorcontrib><creatorcontrib>Riedlberger, Stefanie</creatorcontrib><creatorcontrib>Hartenstein, Alexander</creatorcontrib><creatorcontrib>Hamm, Bernd</creatorcontrib><creatorcontrib>Jahnke, Paul</creatorcontrib><creatorcontrib>Penzkofer, Tobias</creatorcontrib><collection>CrossRef</collection><collection>MEDLINE - Academic</collection><jtitle>European journal of radiology</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Muenzfeld, Hanna</au><au>Nowak, Claus</au><au>Riedlberger, Stefanie</au><au>Hartenstein, Alexander</au><au>Hamm, Bernd</au><au>Jahnke, Paul</au><au>Penzkofer, Tobias</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Intra-scanner repeatability of quantitative imaging features in a 3D printed semi-anthropomorphic CT phantom</atitle><jtitle>European journal of radiology</jtitle><date>2021-08</date><risdate>2021</risdate><volume>141</volume><spage>109818</spage><epage>109818</epage><pages>109818-109818</pages><artnum>109818</artnum><issn>0720-048X</issn><eissn>1872-7727</eissn><abstract>Radiomics has shown to provide novel diagnostic and predictive disease information based on quantitative image features in study settings. However, limited data yielded contradictory results and important questions regarding the validity of the methods remain to be answered. The purpose of this study was to evaluate how clinical imaging techniques affect the stability of radiomics features by using 3D printed anthropomorphic CT phantom to test for repeatability and reproducibility of quantitative parameters. 48 PET/CT validated lymph nodes of prostate cancer patients (24 metastatic, 24 non-metastatic) were used as a template to create a customized 3D printed anthropomorphic phantom. We subsequently scanned the phantom five times with a routine abdominal CT protocol. Images were reconstructed using iterative reconstruction and two soft tissue kernels and one bone kernel. Radiomics features were extracted and assessed for repeatability and susceptibility towards image reconstruction settings using concordance correlation coefficients. Our analysis revealed 19 of 86 features (22 %) as highly repeatable (CCC ≥ 0.85) with low susceptibility towards image reconstruction protocols. Most features analyzed depicted critical non-repeatability with CCC’s &lt; 0.75 even under entirely consistent imaging acquisition settings. Edge enhancing kernels result in higher variances between the scans and differences in repeatability and reproducibility were detected between PSMA-positive and negative lymph nodes with overall more stable features seen in tumor positive lymph nodes. Both, repeatability and reproducibility play a crucial role in the validation process of radiomics features in clinical routine. This phantom study shows that most radiomics features in contrast to previous studies, including phantom and clinical, do not depict sufficient intra-scanner repeatability to serve as reliable diagnostic tools.</abstract><pub>Elsevier B.V</pub><doi>10.1016/j.ejrad.2021.109818</doi><tpages>1</tpages><orcidid>https://orcid.org/0000-0003-2039-6316</orcidid><orcidid>https://orcid.org/0000-0001-9591-8575</orcidid><orcidid>https://orcid.org/0000-0003-3946-8359</orcidid></addata></record>
fulltext fulltext
identifier ISSN: 0720-048X
ispartof European journal of radiology, 2021-08, Vol.141, p.109818-109818, Article 109818
issn 0720-048X
1872-7727
language eng
recordid cdi_proquest_miscellaneous_2544460083
source ScienceDirect Freedom Collection
subjects Phantom
Radiomics
Repeatability
title Intra-scanner repeatability of quantitative imaging features in a 3D printed semi-anthropomorphic CT phantom
url http://sfxeu10.hosted.exlibrisgroup.com/loughborough?ctx_ver=Z39.88-2004&ctx_enc=info:ofi/enc:UTF-8&ctx_tim=2025-01-28T02%3A53%3A20IST&url_ver=Z39.88-2004&url_ctx_fmt=infofi/fmt:kev:mtx:ctx&rfr_id=info:sid/primo.exlibrisgroup.com:primo3-Article-proquest_cross&rft_val_fmt=info:ofi/fmt:kev:mtx:journal&rft.genre=article&rft.atitle=Intra-scanner%20repeatability%20of%20quantitative%20imaging%20features%20in%20a%203D%20printed%20semi-anthropomorphic%20CT%20phantom&rft.jtitle=European%20journal%20of%20radiology&rft.au=Muenzfeld,%20Hanna&rft.date=2021-08&rft.volume=141&rft.spage=109818&rft.epage=109818&rft.pages=109818-109818&rft.artnum=109818&rft.issn=0720-048X&rft.eissn=1872-7727&rft_id=info:doi/10.1016/j.ejrad.2021.109818&rft_dat=%3Cproquest_cross%3E2544460083%3C/proquest_cross%3E%3Cgrp_id%3Ecdi_FETCH-LOGICAL-c336t-58d3193a7d095ed4d206f3c7155e51e7aebbd7df38e07a3fb0d2b17fd0954a3f3%3C/grp_id%3E%3Coa%3E%3C/oa%3E%3Curl%3E%3C/url%3E&rft_id=info:oai/&rft_pqid=2544460083&rft_id=info:pmid/&rfr_iscdi=true