Cardiac MRI and Texture Analysis of Myocardial T1 and T2 Maps in Myocarditis with Acute versus Chronic Symptoms of Heart Failure

BackgroundThe establishment of a timely and correct diagnosis in heart failure-like myocarditis remains one of the most challenging in clinical cardiology.PurposeTo assess the diagnostic potential of texture analysis in heart failure-like myocarditis with comparison to endomyocardial biopsy (EMB) as...

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Veröffentlicht in:Radiology 2019-09, Vol.292 (3), p.608-617
Hauptverfasser: Baessler, Bettina, Luecke, Christian, Lurz, Julia, Klingel, Karin, Das, Arijit, von Roeder, Maximilian, de Waha-Thiele, Suzanne, Besler, Christian, Rommel, Karl-Philipp, Maintz, David, Gutberlet, Matthias, Thiele, Holger, Lurz, Philipp
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container_end_page 617
container_issue 3
container_start_page 608
container_title Radiology
container_volume 292
creator Baessler, Bettina
Luecke, Christian
Lurz, Julia
Klingel, Karin
Das, Arijit
von Roeder, Maximilian
de Waha-Thiele, Suzanne
Besler, Christian
Rommel, Karl-Philipp
Maintz, David
Gutberlet, Matthias
Thiele, Holger
Lurz, Philipp
description BackgroundThe establishment of a timely and correct diagnosis in heart failure-like myocarditis remains one of the most challenging in clinical cardiology.PurposeTo assess the diagnostic potential of texture analysis in heart failure-like myocarditis with comparison to endomyocardial biopsy (EMB) as the reference standard.Materials and MethodsSeventy-one study participants from the Magnetic Resonance Imaging in Myocarditis (MyoRacer) trial (ClinicalTrials.gov registration no. NCT02177630) with clinical suspicion for myocarditis and symptoms of heart failure were prospectively included (from August 2012 to May 2015) in the study. Participants underwent biventricular EMB and cardiac MRI at 1.5 T, including native T1 and T2 mapping and standard Lake Louise criteria. Texture analysis was applied on T1 and T2 maps by using an open-source software. Stepwise dimension reduction was performed for selecting features enabling the diagnosis of myocarditis. Diagnostic performance was assessed from the area under the curve (AUC) from receiver operating characteristic analyses with 10-fold cross validation.ResultsIn participants with acute heart failure-like myocarditis ( = 31; mean age, 47 years ± 17; 10 women), the texture feature GrayLevelNonUniformity from T2 maps (T2_GLNU) showed diagnostic performance similar to that of mean myocardial T2 time (AUC, 0.69 for both). The combination of mean T2 time and T2_GLNU had the highest AUC (0.76; 95% confidence interval [CI]: 0.43, 0.95), with sensitivity of 81% (25 of 31) and specificity of 71% (22 of 31). In patients with chronic heart failure-like myocarditis ( = 40; mean age, 48 years ± 13; 12 women), the histogram feature T2_kurtosis demonstrated superior diagnostic performance compared to that of all other single parameters (AUC, 0.81; 95% CI: 0.66, 0.96). The combination of the two texture features, T2_kurtosis and the GrayLevelNonUniformity from T1, had the highest diagnostic performance (AUC, 0.85; 95% CI: 0.57, 0.90; sensitivity, 90% [36 of 40]; and specificity, 72% [29 of 40]).ConclusionIn this proof-of-concept study, texture analysis applied on cardiac MRI T1 and T2 mapping delivers quantitative imaging parameters for the diagnosis of acute or chronic heart failure-like myocarditis and might be superior to Lake Louise criteria or averaged myocardial T1 or T2 values.© RSNA, 2019 See also the editorial by de Roos in this issue.
doi_str_mv 10.1148/radiol.2019190101
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NCT02177630) with clinical suspicion for myocarditis and symptoms of heart failure were prospectively included (from August 2012 to May 2015) in the study. Participants underwent biventricular EMB and cardiac MRI at 1.5 T, including native T1 and T2 mapping and standard Lake Louise criteria. Texture analysis was applied on T1 and T2 maps by using an open-source software. Stepwise dimension reduction was performed for selecting features enabling the diagnosis of myocarditis. Diagnostic performance was assessed from the area under the curve (AUC) from receiver operating characteristic analyses with 10-fold cross validation.ResultsIn participants with acute heart failure-like myocarditis ( = 31; mean age, 47 years ± 17; 10 women), the texture feature GrayLevelNonUniformity from T2 maps (T2_GLNU) showed diagnostic performance similar to that of mean myocardial T2 time (AUC, 0.69 for both). The combination of mean T2 time and T2_GLNU had the highest AUC (0.76; 95% confidence interval [CI]: 0.43, 0.95), with sensitivity of 81% (25 of 31) and specificity of 71% (22 of 31). In patients with chronic heart failure-like myocarditis ( = 40; mean age, 48 years ± 13; 12 women), the histogram feature T2_kurtosis demonstrated superior diagnostic performance compared to that of all other single parameters (AUC, 0.81; 95% CI: 0.66, 0.96). The combination of the two texture features, T2_kurtosis and the GrayLevelNonUniformity from T1, had the highest diagnostic performance (AUC, 0.85; 95% CI: 0.57, 0.90; sensitivity, 90% [36 of 40]; and specificity, 72% [29 of 40]).ConclusionIn this proof-of-concept study, texture analysis applied on cardiac MRI T1 and T2 mapping delivers quantitative imaging parameters for the diagnosis of acute or chronic heart failure-like myocarditis and might be superior to Lake Louise criteria or averaged myocardial T1 or T2 values.© RSNA, 2019 See also the editorial by de Roos in this issue.</description><identifier>ISSN: 0033-8419</identifier><identifier>EISSN: 1527-1315</identifier><identifier>DOI: 10.1148/radiol.2019190101</identifier><identifier>PMID: 31361205</identifier><language>eng</language><publisher>United States</publisher><subject>Acute Disease ; Adult ; Chronic Disease ; Diagnosis, Differential ; Female ; Heart - diagnostic imaging ; Heart Failure - complications ; Heart Failure - diagnostic imaging ; Heart Failure - pathology ; Humans ; Magnetic Resonance Imaging - methods ; Male ; Middle Aged ; Myocarditis - complications ; Myocarditis - diagnostic imaging ; Myocarditis - pathology ; Myocardium - pathology ; Prospective Studies ; Sensitivity and Specificity</subject><ispartof>Radiology, 2019-09, Vol.292 (3), p.608-617</ispartof><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c344t-eab1175dadeb3ac58ccb779562c8aba8b422e5b09a293317d64d1b4541f9a42d3</citedby><cites>FETCH-LOGICAL-c344t-eab1175dadeb3ac58ccb779562c8aba8b422e5b09a293317d64d1b4541f9a42d3</cites><orcidid>0000-0003-4879-0438 ; 0000-0002-3244-3864 ; 0000-0002-5993-4487</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>314,776,780,4002,27901,27902</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/31361205$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Baessler, Bettina</creatorcontrib><creatorcontrib>Luecke, Christian</creatorcontrib><creatorcontrib>Lurz, Julia</creatorcontrib><creatorcontrib>Klingel, Karin</creatorcontrib><creatorcontrib>Das, Arijit</creatorcontrib><creatorcontrib>von Roeder, Maximilian</creatorcontrib><creatorcontrib>de Waha-Thiele, Suzanne</creatorcontrib><creatorcontrib>Besler, Christian</creatorcontrib><creatorcontrib>Rommel, Karl-Philipp</creatorcontrib><creatorcontrib>Maintz, David</creatorcontrib><creatorcontrib>Gutberlet, Matthias</creatorcontrib><creatorcontrib>Thiele, Holger</creatorcontrib><creatorcontrib>Lurz, Philipp</creatorcontrib><title>Cardiac MRI and Texture Analysis of Myocardial T1 and T2 Maps in Myocarditis with Acute versus Chronic Symptoms of Heart Failure</title><title>Radiology</title><addtitle>Radiology</addtitle><description>BackgroundThe establishment of a timely and correct diagnosis in heart failure-like myocarditis remains one of the most challenging in clinical cardiology.PurposeTo assess the diagnostic potential of texture analysis in heart failure-like myocarditis with comparison to endomyocardial biopsy (EMB) as the reference standard.Materials and MethodsSeventy-one study participants from the Magnetic Resonance Imaging in Myocarditis (MyoRacer) trial (ClinicalTrials.gov registration no. NCT02177630) with clinical suspicion for myocarditis and symptoms of heart failure were prospectively included (from August 2012 to May 2015) in the study. Participants underwent biventricular EMB and cardiac MRI at 1.5 T, including native T1 and T2 mapping and standard Lake Louise criteria. Texture analysis was applied on T1 and T2 maps by using an open-source software. Stepwise dimension reduction was performed for selecting features enabling the diagnosis of myocarditis. Diagnostic performance was assessed from the area under the curve (AUC) from receiver operating characteristic analyses with 10-fold cross validation.ResultsIn participants with acute heart failure-like myocarditis ( = 31; mean age, 47 years ± 17; 10 women), the texture feature GrayLevelNonUniformity from T2 maps (T2_GLNU) showed diagnostic performance similar to that of mean myocardial T2 time (AUC, 0.69 for both). The combination of mean T2 time and T2_GLNU had the highest AUC (0.76; 95% confidence interval [CI]: 0.43, 0.95), with sensitivity of 81% (25 of 31) and specificity of 71% (22 of 31). In patients with chronic heart failure-like myocarditis ( = 40; mean age, 48 years ± 13; 12 women), the histogram feature T2_kurtosis demonstrated superior diagnostic performance compared to that of all other single parameters (AUC, 0.81; 95% CI: 0.66, 0.96). The combination of the two texture features, T2_kurtosis and the GrayLevelNonUniformity from T1, had the highest diagnostic performance (AUC, 0.85; 95% CI: 0.57, 0.90; sensitivity, 90% [36 of 40]; and specificity, 72% [29 of 40]).ConclusionIn this proof-of-concept study, texture analysis applied on cardiac MRI T1 and T2 mapping delivers quantitative imaging parameters for the diagnosis of acute or chronic heart failure-like myocarditis and might be superior to Lake Louise criteria or averaged myocardial T1 or T2 values.© RSNA, 2019 See also the editorial by de Roos in this issue.</description><subject>Acute Disease</subject><subject>Adult</subject><subject>Chronic Disease</subject><subject>Diagnosis, Differential</subject><subject>Female</subject><subject>Heart - diagnostic imaging</subject><subject>Heart Failure - complications</subject><subject>Heart Failure - diagnostic imaging</subject><subject>Heart Failure - pathology</subject><subject>Humans</subject><subject>Magnetic Resonance Imaging - methods</subject><subject>Male</subject><subject>Middle Aged</subject><subject>Myocarditis - complications</subject><subject>Myocarditis - diagnostic imaging</subject><subject>Myocarditis - pathology</subject><subject>Myocardium - pathology</subject><subject>Prospective Studies</subject><subject>Sensitivity and Specificity</subject><issn>0033-8419</issn><issn>1527-1315</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2019</creationdate><recordtype>article</recordtype><sourceid>EIF</sourceid><recordid>eNpFkEtPAjEUhRujEUR_gBvTpZvB3j7msSREhARiorie3GlLqJkHtjMqO3-6CIqruzjfOTf5CLkGNgSQ6Z1H45pyyBlkkDFgcEL6oHgSgQB1SvqMCRGlErIeuQjhlTGQKk3OSU-AiIEz1SdfY_TGoaaLpxnF2tCl_Ww7b-moxnIbXKDNii62jd5jJV3CgeJ0gZtAXX0M2x374do1HemutfTd-tAFOl77pnaaPm-rTdtU-7mpRd_SCbpy9-iSnK2wDPbq9w7Iy-R-OZ5G88eH2Xg0j7SQso0sFgCJMmhsIVCrVOsiSTIVc51igWkhObeqYBnyTAhITCwNFFJJWGUouREDcnvY3fjmrbOhzSsXtC1LrG3ThZzzOGEszlK5Q-GAat-E4O0q33hXod_mwPIf8flBfP4vfte5-Z3visqaY-PPtPgG9N2AHg</recordid><startdate>20190901</startdate><enddate>20190901</enddate><creator>Baessler, Bettina</creator><creator>Luecke, Christian</creator><creator>Lurz, Julia</creator><creator>Klingel, Karin</creator><creator>Das, Arijit</creator><creator>von Roeder, Maximilian</creator><creator>de Waha-Thiele, Suzanne</creator><creator>Besler, Christian</creator><creator>Rommel, Karl-Philipp</creator><creator>Maintz, David</creator><creator>Gutberlet, Matthias</creator><creator>Thiele, Holger</creator><creator>Lurz, Philipp</creator><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/0000-0003-4879-0438</orcidid><orcidid>https://orcid.org/0000-0002-3244-3864</orcidid><orcidid>https://orcid.org/0000-0002-5993-4487</orcidid></search><sort><creationdate>20190901</creationdate><title>Cardiac MRI and Texture Analysis of Myocardial T1 and T2 Maps in Myocarditis with Acute versus Chronic Symptoms of Heart Failure</title><author>Baessler, Bettina ; Luecke, Christian ; Lurz, Julia ; Klingel, Karin ; Das, Arijit ; von Roeder, Maximilian ; de Waha-Thiele, Suzanne ; Besler, Christian ; Rommel, Karl-Philipp ; Maintz, David ; Gutberlet, Matthias ; Thiele, Holger ; Lurz, Philipp</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c344t-eab1175dadeb3ac58ccb779562c8aba8b422e5b09a293317d64d1b4541f9a42d3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2019</creationdate><topic>Acute Disease</topic><topic>Adult</topic><topic>Chronic Disease</topic><topic>Diagnosis, Differential</topic><topic>Female</topic><topic>Heart - diagnostic imaging</topic><topic>Heart Failure - complications</topic><topic>Heart Failure - diagnostic imaging</topic><topic>Heart Failure - pathology</topic><topic>Humans</topic><topic>Magnetic Resonance Imaging - methods</topic><topic>Male</topic><topic>Middle Aged</topic><topic>Myocarditis - complications</topic><topic>Myocarditis - diagnostic imaging</topic><topic>Myocarditis - pathology</topic><topic>Myocardium - pathology</topic><topic>Prospective Studies</topic><topic>Sensitivity and Specificity</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Baessler, Bettina</creatorcontrib><creatorcontrib>Luecke, Christian</creatorcontrib><creatorcontrib>Lurz, Julia</creatorcontrib><creatorcontrib>Klingel, Karin</creatorcontrib><creatorcontrib>Das, Arijit</creatorcontrib><creatorcontrib>von Roeder, Maximilian</creatorcontrib><creatorcontrib>de Waha-Thiele, Suzanne</creatorcontrib><creatorcontrib>Besler, Christian</creatorcontrib><creatorcontrib>Rommel, Karl-Philipp</creatorcontrib><creatorcontrib>Maintz, David</creatorcontrib><creatorcontrib>Gutberlet, Matthias</creatorcontrib><creatorcontrib>Thiele, Holger</creatorcontrib><creatorcontrib>Lurz, Philipp</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>Radiology</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Baessler, Bettina</au><au>Luecke, Christian</au><au>Lurz, Julia</au><au>Klingel, Karin</au><au>Das, Arijit</au><au>von Roeder, Maximilian</au><au>de Waha-Thiele, Suzanne</au><au>Besler, Christian</au><au>Rommel, Karl-Philipp</au><au>Maintz, David</au><au>Gutberlet, Matthias</au><au>Thiele, Holger</au><au>Lurz, Philipp</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Cardiac MRI and Texture Analysis of Myocardial T1 and T2 Maps in Myocarditis with Acute versus Chronic Symptoms of Heart Failure</atitle><jtitle>Radiology</jtitle><addtitle>Radiology</addtitle><date>2019-09-01</date><risdate>2019</risdate><volume>292</volume><issue>3</issue><spage>608</spage><epage>617</epage><pages>608-617</pages><issn>0033-8419</issn><eissn>1527-1315</eissn><abstract>BackgroundThe establishment of a timely and correct diagnosis in heart failure-like myocarditis remains one of the most challenging in clinical cardiology.PurposeTo assess the diagnostic potential of texture analysis in heart failure-like myocarditis with comparison to endomyocardial biopsy (EMB) as the reference standard.Materials and MethodsSeventy-one study participants from the Magnetic Resonance Imaging in Myocarditis (MyoRacer) trial (ClinicalTrials.gov registration no. NCT02177630) with clinical suspicion for myocarditis and symptoms of heart failure were prospectively included (from August 2012 to May 2015) in the study. Participants underwent biventricular EMB and cardiac MRI at 1.5 T, including native T1 and T2 mapping and standard Lake Louise criteria. Texture analysis was applied on T1 and T2 maps by using an open-source software. Stepwise dimension reduction was performed for selecting features enabling the diagnosis of myocarditis. Diagnostic performance was assessed from the area under the curve (AUC) from receiver operating characteristic analyses with 10-fold cross validation.ResultsIn participants with acute heart failure-like myocarditis ( = 31; mean age, 47 years ± 17; 10 women), the texture feature GrayLevelNonUniformity from T2 maps (T2_GLNU) showed diagnostic performance similar to that of mean myocardial T2 time (AUC, 0.69 for both). The combination of mean T2 time and T2_GLNU had the highest AUC (0.76; 95% confidence interval [CI]: 0.43, 0.95), with sensitivity of 81% (25 of 31) and specificity of 71% (22 of 31). In patients with chronic heart failure-like myocarditis ( = 40; mean age, 48 years ± 13; 12 women), the histogram feature T2_kurtosis demonstrated superior diagnostic performance compared to that of all other single parameters (AUC, 0.81; 95% CI: 0.66, 0.96). The combination of the two texture features, T2_kurtosis and the GrayLevelNonUniformity from T1, had the highest diagnostic performance (AUC, 0.85; 95% CI: 0.57, 0.90; sensitivity, 90% [36 of 40]; and specificity, 72% [29 of 40]).ConclusionIn this proof-of-concept study, texture analysis applied on cardiac MRI T1 and T2 mapping delivers quantitative imaging parameters for the diagnosis of acute or chronic heart failure-like myocarditis and might be superior to Lake Louise criteria or averaged myocardial T1 or T2 values.© RSNA, 2019 See also the editorial by de Roos in this issue.</abstract><cop>United States</cop><pmid>31361205</pmid><doi>10.1148/radiol.2019190101</doi><tpages>10</tpages><orcidid>https://orcid.org/0000-0003-4879-0438</orcidid><orcidid>https://orcid.org/0000-0002-3244-3864</orcidid><orcidid>https://orcid.org/0000-0002-5993-4487</orcidid><oa>free_for_read</oa></addata></record>
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source MEDLINE; Radiological Society of North America; Elektronische Zeitschriftenbibliothek - Frei zugängliche E-Journals
subjects Acute Disease
Adult
Chronic Disease
Diagnosis, Differential
Female
Heart - diagnostic imaging
Heart Failure - complications
Heart Failure - diagnostic imaging
Heart Failure - pathology
Humans
Magnetic Resonance Imaging - methods
Male
Middle Aged
Myocarditis - complications
Myocarditis - diagnostic imaging
Myocarditis - pathology
Myocardium - pathology
Prospective Studies
Sensitivity and Specificity
title Cardiac MRI and Texture Analysis of Myocardial T1 and T2 Maps in Myocarditis with Acute versus Chronic Symptoms of Heart Failure
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