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CASSIA (cardiology software suite for image analysis): a potential new tool for the evaluation of [18F]FDG PET/CT in the setting of infective endocarditis
Purpose Due to the high morbidity and mortality of infective endocarditis (IE), medical imaging techniques are combined to ensure a correct diagnosis. [ 18 F]FDG PET/CT has demonstrated the ability to improve diagnostic accuracy compared with the conventional modified Duke criteria in patients with...
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Published in: | International journal for computer assisted radiology and surgery 2023-01, Vol.18 (1), p.157-169 |
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container_title | International journal for computer assisted radiology and surgery |
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creator | Palomino-Fernández, David Gómez-Grande, Adolfo Fernández-Igarza, Mirene Pilkington, Patrick Seiffert, Alexander P. Bueno, Héctor Gómez, Enrique J. Sánchez-González, Patricia |
description | Purpose
Due to the high morbidity and mortality of infective endocarditis (IE), medical imaging techniques are combined to ensure a correct diagnosis. [
18
F]FDG PET/CT has demonstrated the ability to improve diagnostic accuracy compared with the conventional modified Duke criteria in patients with suspected IE, especially those with prosthetic valve infective endocarditis (PVIE). The aim of this study is to provide an adjunctive diagnostic tool to improve the diagnostic accuracy in cardiovascular infections, specifically PVIE.
Methods
A segmentation tool to extract quantitative measures of [
18
F]FDG PET/CT image studies of prosthetic heart valve regions was developed and validated in 20 cases of suspected PVIE, of which 9 were confirmed. For that, Valvular Heterogeneity Index (VHI) and Ring-to-Center Ratio (RCR) were defined.
Results
Results show an overall increase in the metabolic uptake of the prosthetic valve ring in the studies with confirmed PVIE diagnosis (SUV
max
from 1.70 to 3.20; SUV
mean
from 0.86 to 1.50). The VHI and RCR showed areas under the curve of 0.727 and 0.808 in the receiver operating characteristics curve analyses, respectively, for PVIE diagnosis. Mann–Whitney U tests showed statistically significant differences between groups for RCR (p = 0.02). Visual analyses and clinical reports were concordant with the extracted quantitative metrics.
Conclusion
The proposed new method and presented software solution (CASSIA) provide the capability to assess quantitatively myocardial metabolism along the prosthetic valve region in routine [
18
F]FDG PET/CT scans for evaluating heart valve infectious processes. VHI and RCR are proposed as new potential adjunctive measures for PVIE diagnosis. |
doi_str_mv | 10.1007/s11548-022-02729-6 |
format | article |
fullrecord | <record><control><sourceid>proquest_pubme</sourceid><recordid>TN_cdi_pubmedcentral_primary_oai_pubmedcentral_nih_gov_9883360</recordid><sourceformat>XML</sourceformat><sourcesystem>PC</sourcesystem><sourcerecordid>2709743289</sourcerecordid><originalsourceid>FETCH-LOGICAL-c404t-6ad567555b6209a0fccfa2d310853af692017989ffa1c3a256633f0ac5e733393</originalsourceid><addsrcrecordid>eNp9kctuEzEUhkcIREvhBVggS2zKYqgvY8-YBVIUmlKpEkgNK4SsU8eeuprYqe1JlVfhaXGSUgoLFtaxdL7zn8tfVa8Jfk8wbk8SIbzpakxpeS2VtXhSHZJOkFo0VD599D-oXqR0g3HDW8afVwdMYM6ahhxWP6eTy8vzCTrWEBcuDKHfoBRsvoNoUBpdNsiGiNwSeoPAw7BJLr37gACtQjY-OxiQN3cohzDsyHxtkFnDMEJ2waNg0XfSzX7MPp2hr6fzk-kcOb-DksnZ-X5LOG-Nzm5dKv0i7CbJLr2snlkYknl1H4-qb7PT-fRzffHl7Hw6uah1g5tcC1hw0XLOrwTFErDV2gJdMII7zsAKSTFpZSetBaIZUC4EYxaD5qZljEl2VH3c667Gq6VZ6LJVhEGtYlk6blQAp_7OeHet-rBWsutYuWQROL4XiOF2NCmrpUvaDAN4E8akaItl2zDabXu9_Qe9CWMsZ91SLWaUMEkKRfeUjiGlaOzDMASrrfVqb70q1qud9UqUojeP13go-e11AdgeSCXlexP_9P6P7C_j3roL</addsrcrecordid><sourcetype>Open Access Repository</sourcetype><iscdi>true</iscdi><recordtype>article</recordtype><pqid>2770321391</pqid></control><display><type>article</type><title>CASSIA (cardiology software suite for image analysis): a potential new tool for the evaluation of [18F]FDG PET/CT in the setting of infective endocarditis</title><source>Springer Link</source><creator>Palomino-Fernández, David ; Gómez-Grande, Adolfo ; Fernández-Igarza, Mirene ; Pilkington, Patrick ; Seiffert, Alexander P. ; Bueno, Héctor ; Gómez, Enrique J. ; Sánchez-González, Patricia</creator><creatorcontrib>Palomino-Fernández, David ; Gómez-Grande, Adolfo ; Fernández-Igarza, Mirene ; Pilkington, Patrick ; Seiffert, Alexander P. ; Bueno, Héctor ; Gómez, Enrique J. ; Sánchez-González, Patricia</creatorcontrib><description>Purpose
Due to the high morbidity and mortality of infective endocarditis (IE), medical imaging techniques are combined to ensure a correct diagnosis. [
18
F]FDG PET/CT has demonstrated the ability to improve diagnostic accuracy compared with the conventional modified Duke criteria in patients with suspected IE, especially those with prosthetic valve infective endocarditis (PVIE). The aim of this study is to provide an adjunctive diagnostic tool to improve the diagnostic accuracy in cardiovascular infections, specifically PVIE.
Methods
A segmentation tool to extract quantitative measures of [
18
F]FDG PET/CT image studies of prosthetic heart valve regions was developed and validated in 20 cases of suspected PVIE, of which 9 were confirmed. For that, Valvular Heterogeneity Index (VHI) and Ring-to-Center Ratio (RCR) were defined.
Results
Results show an overall increase in the metabolic uptake of the prosthetic valve ring in the studies with confirmed PVIE diagnosis (SUV
max
from 1.70 to 3.20; SUV
mean
from 0.86 to 1.50). The VHI and RCR showed areas under the curve of 0.727 and 0.808 in the receiver operating characteristics curve analyses, respectively, for PVIE diagnosis. Mann–Whitney U tests showed statistically significant differences between groups for RCR (p = 0.02). Visual analyses and clinical reports were concordant with the extracted quantitative metrics.
Conclusion
The proposed new method and presented software solution (CASSIA) provide the capability to assess quantitatively myocardial metabolism along the prosthetic valve region in routine [
18
F]FDG PET/CT scans for evaluating heart valve infectious processes. VHI and RCR are proposed as new potential adjunctive measures for PVIE diagnosis.</description><identifier>ISSN: 1861-6429</identifier><identifier>ISSN: 1861-6410</identifier><identifier>EISSN: 1861-6429</identifier><identifier>DOI: 10.1007/s11548-022-02729-6</identifier><identifier>PMID: 36053441</identifier><language>eng</language><publisher>Cham: Springer International Publishing</publisher><subject>Cardiology ; Cassia ; Computed tomography ; Computer Imaging ; Computer Science ; Diagnosis ; Diagnostic software ; Endocarditis ; Endocarditis - diagnostic imaging ; Endocarditis, Bacterial ; Evaluation ; Fluorine isotopes ; Fluorodeoxyglucose F18 ; Health Informatics ; Heart Valve Prosthesis - adverse effects ; Heart valves ; Heterogeneity ; Humans ; Image analysis ; Image segmentation ; Imaging ; Imaging techniques ; Medical imaging ; Medicine ; Medicine & Public Health ; Original ; Original Article ; Pattern Recognition and Graphics ; Positron emission ; Positron Emission Tomography Computed Tomography - methods ; Prostheses ; Prosthesis-Related Infections - diagnostic imaging ; Radiology ; Radiopharmaceuticals - pharmacology ; Software packages ; Surgery ; Vision</subject><ispartof>International journal for computer assisted radiology and surgery, 2023-01, Vol.18 (1), p.157-169</ispartof><rights>The Author(s) 2022</rights><rights>2022. The Author(s).</rights><rights>The Author(s) 2022. This work is published under http://creativecommons.org/licenses/by/4.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c404t-6ad567555b6209a0fccfa2d310853af692017989ffa1c3a256633f0ac5e733393</citedby><cites>FETCH-LOGICAL-c404t-6ad567555b6209a0fccfa2d310853af692017989ffa1c3a256633f0ac5e733393</cites><orcidid>0000-0002-5807-5991 ; 0000-0001-7274-244X ; 0000-0001-9871-0884 ; 0000-0001-6998-1407 ; 0000-0003-0277-7596 ; 0000-0002-7925-8826 ; 0000-0002-4398-7795</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>230,314,780,784,885,27924,27925</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/36053441$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Palomino-Fernández, David</creatorcontrib><creatorcontrib>Gómez-Grande, Adolfo</creatorcontrib><creatorcontrib>Fernández-Igarza, Mirene</creatorcontrib><creatorcontrib>Pilkington, Patrick</creatorcontrib><creatorcontrib>Seiffert, Alexander P.</creatorcontrib><creatorcontrib>Bueno, Héctor</creatorcontrib><creatorcontrib>Gómez, Enrique J.</creatorcontrib><creatorcontrib>Sánchez-González, Patricia</creatorcontrib><title>CASSIA (cardiology software suite for image analysis): a potential new tool for the evaluation of [18F]FDG PET/CT in the setting of infective endocarditis</title><title>International journal for computer assisted radiology and surgery</title><addtitle>Int J CARS</addtitle><addtitle>Int J Comput Assist Radiol Surg</addtitle><description>Purpose
Due to the high morbidity and mortality of infective endocarditis (IE), medical imaging techniques are combined to ensure a correct diagnosis. [
18
F]FDG PET/CT has demonstrated the ability to improve diagnostic accuracy compared with the conventional modified Duke criteria in patients with suspected IE, especially those with prosthetic valve infective endocarditis (PVIE). The aim of this study is to provide an adjunctive diagnostic tool to improve the diagnostic accuracy in cardiovascular infections, specifically PVIE.
Methods
A segmentation tool to extract quantitative measures of [
18
F]FDG PET/CT image studies of prosthetic heart valve regions was developed and validated in 20 cases of suspected PVIE, of which 9 were confirmed. For that, Valvular Heterogeneity Index (VHI) and Ring-to-Center Ratio (RCR) were defined.
Results
Results show an overall increase in the metabolic uptake of the prosthetic valve ring in the studies with confirmed PVIE diagnosis (SUV
max
from 1.70 to 3.20; SUV
mean
from 0.86 to 1.50). The VHI and RCR showed areas under the curve of 0.727 and 0.808 in the receiver operating characteristics curve analyses, respectively, for PVIE diagnosis. Mann–Whitney U tests showed statistically significant differences between groups for RCR (p = 0.02). Visual analyses and clinical reports were concordant with the extracted quantitative metrics.
Conclusion
The proposed new method and presented software solution (CASSIA) provide the capability to assess quantitatively myocardial metabolism along the prosthetic valve region in routine [
18
F]FDG PET/CT scans for evaluating heart valve infectious processes. VHI and RCR are proposed as new potential adjunctive measures for PVIE diagnosis.</description><subject>Cardiology</subject><subject>Cassia</subject><subject>Computed tomography</subject><subject>Computer Imaging</subject><subject>Computer Science</subject><subject>Diagnosis</subject><subject>Diagnostic software</subject><subject>Endocarditis</subject><subject>Endocarditis - diagnostic imaging</subject><subject>Endocarditis, Bacterial</subject><subject>Evaluation</subject><subject>Fluorine isotopes</subject><subject>Fluorodeoxyglucose F18</subject><subject>Health Informatics</subject><subject>Heart Valve Prosthesis - adverse effects</subject><subject>Heart valves</subject><subject>Heterogeneity</subject><subject>Humans</subject><subject>Image analysis</subject><subject>Image segmentation</subject><subject>Imaging</subject><subject>Imaging techniques</subject><subject>Medical imaging</subject><subject>Medicine</subject><subject>Medicine & Public Health</subject><subject>Original</subject><subject>Original Article</subject><subject>Pattern Recognition and Graphics</subject><subject>Positron emission</subject><subject>Positron Emission Tomography Computed Tomography - methods</subject><subject>Prostheses</subject><subject>Prosthesis-Related Infections - diagnostic imaging</subject><subject>Radiology</subject><subject>Radiopharmaceuticals - pharmacology</subject><subject>Software packages</subject><subject>Surgery</subject><subject>Vision</subject><issn>1861-6429</issn><issn>1861-6410</issn><issn>1861-6429</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2023</creationdate><recordtype>article</recordtype><recordid>eNp9kctuEzEUhkcIREvhBVggS2zKYqgvY8-YBVIUmlKpEkgNK4SsU8eeuprYqe1JlVfhaXGSUgoLFtaxdL7zn8tfVa8Jfk8wbk8SIbzpakxpeS2VtXhSHZJOkFo0VD599D-oXqR0g3HDW8afVwdMYM6ahhxWP6eTy8vzCTrWEBcuDKHfoBRsvoNoUBpdNsiGiNwSeoPAw7BJLr37gACtQjY-OxiQN3cohzDsyHxtkFnDMEJ2waNg0XfSzX7MPp2hr6fzk-kcOb-DksnZ-X5LOG-Nzm5dKv0i7CbJLr2snlkYknl1H4-qb7PT-fRzffHl7Hw6uah1g5tcC1hw0XLOrwTFErDV2gJdMII7zsAKSTFpZSetBaIZUC4EYxaD5qZljEl2VH3c667Gq6VZ6LJVhEGtYlk6blQAp_7OeHet-rBWsutYuWQROL4XiOF2NCmrpUvaDAN4E8akaItl2zDabXu9_Qe9CWMsZ91SLWaUMEkKRfeUjiGlaOzDMASrrfVqb70q1qud9UqUojeP13go-e11AdgeSCXlexP_9P6P7C_j3roL</recordid><startdate>20230101</startdate><enddate>20230101</enddate><creator>Palomino-Fernández, David</creator><creator>Gómez-Grande, Adolfo</creator><creator>Fernández-Igarza, Mirene</creator><creator>Pilkington, Patrick</creator><creator>Seiffert, Alexander P.</creator><creator>Bueno, Héctor</creator><creator>Gómez, Enrique J.</creator><creator>Sánchez-González, Patricia</creator><general>Springer International Publishing</general><general>Springer Nature B.V</general><scope>C6C</scope><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><scope>5PM</scope><orcidid>https://orcid.org/0000-0002-5807-5991</orcidid><orcidid>https://orcid.org/0000-0001-7274-244X</orcidid><orcidid>https://orcid.org/0000-0001-9871-0884</orcidid><orcidid>https://orcid.org/0000-0001-6998-1407</orcidid><orcidid>https://orcid.org/0000-0003-0277-7596</orcidid><orcidid>https://orcid.org/0000-0002-7925-8826</orcidid><orcidid>https://orcid.org/0000-0002-4398-7795</orcidid></search><sort><creationdate>20230101</creationdate><title>CASSIA (cardiology software suite for image analysis): a potential new tool for the evaluation of [18F]FDG PET/CT in the setting of infective endocarditis</title><author>Palomino-Fernández, David ; Gómez-Grande, Adolfo ; Fernández-Igarza, Mirene ; Pilkington, Patrick ; Seiffert, Alexander P. ; Bueno, Héctor ; Gómez, Enrique J. ; Sánchez-González, Patricia</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c404t-6ad567555b6209a0fccfa2d310853af692017989ffa1c3a256633f0ac5e733393</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2023</creationdate><topic>Cardiology</topic><topic>Cassia</topic><topic>Computed tomography</topic><topic>Computer Imaging</topic><topic>Computer Science</topic><topic>Diagnosis</topic><topic>Diagnostic software</topic><topic>Endocarditis</topic><topic>Endocarditis - diagnostic imaging</topic><topic>Endocarditis, Bacterial</topic><topic>Evaluation</topic><topic>Fluorine isotopes</topic><topic>Fluorodeoxyglucose F18</topic><topic>Health Informatics</topic><topic>Heart Valve Prosthesis - adverse effects</topic><topic>Heart valves</topic><topic>Heterogeneity</topic><topic>Humans</topic><topic>Image analysis</topic><topic>Image segmentation</topic><topic>Imaging</topic><topic>Imaging techniques</topic><topic>Medical imaging</topic><topic>Medicine</topic><topic>Medicine & Public Health</topic><topic>Original</topic><topic>Original Article</topic><topic>Pattern Recognition and Graphics</topic><topic>Positron emission</topic><topic>Positron Emission Tomography Computed Tomography - methods</topic><topic>Prostheses</topic><topic>Prosthesis-Related Infections - diagnostic imaging</topic><topic>Radiology</topic><topic>Radiopharmaceuticals - pharmacology</topic><topic>Software packages</topic><topic>Surgery</topic><topic>Vision</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Palomino-Fernández, David</creatorcontrib><creatorcontrib>Gómez-Grande, Adolfo</creatorcontrib><creatorcontrib>Fernández-Igarza, Mirene</creatorcontrib><creatorcontrib>Pilkington, Patrick</creatorcontrib><creatorcontrib>Seiffert, Alexander P.</creatorcontrib><creatorcontrib>Bueno, Héctor</creatorcontrib><creatorcontrib>Gómez, Enrique J.</creatorcontrib><creatorcontrib>Sánchez-González, Patricia</creatorcontrib><collection>SpringerOpen website</collection><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><collection>PubMed Central (Full Participant titles)</collection><jtitle>International journal for computer assisted radiology and surgery</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Palomino-Fernández, David</au><au>Gómez-Grande, Adolfo</au><au>Fernández-Igarza, Mirene</au><au>Pilkington, Patrick</au><au>Seiffert, Alexander P.</au><au>Bueno, Héctor</au><au>Gómez, Enrique J.</au><au>Sánchez-González, Patricia</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>CASSIA (cardiology software suite for image analysis): a potential new tool for the evaluation of [18F]FDG PET/CT in the setting of infective endocarditis</atitle><jtitle>International journal for computer assisted radiology and surgery</jtitle><stitle>Int J CARS</stitle><addtitle>Int J Comput Assist Radiol Surg</addtitle><date>2023-01-01</date><risdate>2023</risdate><volume>18</volume><issue>1</issue><spage>157</spage><epage>169</epage><pages>157-169</pages><issn>1861-6429</issn><issn>1861-6410</issn><eissn>1861-6429</eissn><abstract>Purpose
Due to the high morbidity and mortality of infective endocarditis (IE), medical imaging techniques are combined to ensure a correct diagnosis. [
18
F]FDG PET/CT has demonstrated the ability to improve diagnostic accuracy compared with the conventional modified Duke criteria in patients with suspected IE, especially those with prosthetic valve infective endocarditis (PVIE). The aim of this study is to provide an adjunctive diagnostic tool to improve the diagnostic accuracy in cardiovascular infections, specifically PVIE.
Methods
A segmentation tool to extract quantitative measures of [
18
F]FDG PET/CT image studies of prosthetic heart valve regions was developed and validated in 20 cases of suspected PVIE, of which 9 were confirmed. For that, Valvular Heterogeneity Index (VHI) and Ring-to-Center Ratio (RCR) were defined.
Results
Results show an overall increase in the metabolic uptake of the prosthetic valve ring in the studies with confirmed PVIE diagnosis (SUV
max
from 1.70 to 3.20; SUV
mean
from 0.86 to 1.50). The VHI and RCR showed areas under the curve of 0.727 and 0.808 in the receiver operating characteristics curve analyses, respectively, for PVIE diagnosis. Mann–Whitney U tests showed statistically significant differences between groups for RCR (p = 0.02). Visual analyses and clinical reports were concordant with the extracted quantitative metrics.
Conclusion
The proposed new method and presented software solution (CASSIA) provide the capability to assess quantitatively myocardial metabolism along the prosthetic valve region in routine [
18
F]FDG PET/CT scans for evaluating heart valve infectious processes. VHI and RCR are proposed as new potential adjunctive measures for PVIE diagnosis.</abstract><cop>Cham</cop><pub>Springer International Publishing</pub><pmid>36053441</pmid><doi>10.1007/s11548-022-02729-6</doi><tpages>13</tpages><orcidid>https://orcid.org/0000-0002-5807-5991</orcidid><orcidid>https://orcid.org/0000-0001-7274-244X</orcidid><orcidid>https://orcid.org/0000-0001-9871-0884</orcidid><orcidid>https://orcid.org/0000-0001-6998-1407</orcidid><orcidid>https://orcid.org/0000-0003-0277-7596</orcidid><orcidid>https://orcid.org/0000-0002-7925-8826</orcidid><orcidid>https://orcid.org/0000-0002-4398-7795</orcidid><oa>free_for_read</oa></addata></record> |
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subjects | Cardiology Cassia Computed tomography Computer Imaging Computer Science Diagnosis Diagnostic software Endocarditis Endocarditis - diagnostic imaging Endocarditis, Bacterial Evaluation Fluorine isotopes Fluorodeoxyglucose F18 Health Informatics Heart Valve Prosthesis - adverse effects Heart valves Heterogeneity Humans Image analysis Image segmentation Imaging Imaging techniques Medical imaging Medicine Medicine & Public Health Original Original Article Pattern Recognition and Graphics Positron emission Positron Emission Tomography Computed Tomography - methods Prostheses Prosthesis-Related Infections - diagnostic imaging Radiology Radiopharmaceuticals - pharmacology Software packages Surgery Vision |
title | CASSIA (cardiology software suite for image analysis): a potential new tool for the evaluation of [18F]FDG PET/CT in the setting of infective endocarditis |
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