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Vande Berg B, De Keyzer F, Cernicanu A, Claus P, Masci PG, Bogaert J, Dresselaers T. Radiomics-based detection of acute myocardial infarction on noncontrast enhanced midventricular short-axis cine CMR images. THE INTERNATIONAL JOURNAL OF CARDIOVASCULAR IMAGING 2024; 40:1211-1220. [PMID: 38630210 DOI: 10.1007/s10554-024-03089-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/27/2023] [Accepted: 03/19/2024] [Indexed: 06/29/2024]
Abstract
Cardiac magnetic resonance cine images are primarily used to evaluate functional consequences, whereas limited information is extracted from the noncontrast pixel-wise myocardial signal intensity pattern. In this study we want to assess whether characterizing this inherent contrast pattern of noncontrast-enhanced short axis (SAX) cine images via radiomics is sufficient to distinguish subjects with acute myocardial infarction (AMI) from controls. Cine balanced steady-state free-precession images acquired at 1.5 T from 99 AMI and 49 control patients were included. First, radiomic feature extraction of the left ventricular myocardium of end-diastolic (ED) and end-systolic (ES) frames was performed based on automated (AUTO) or manually corrected (MAN) segmentations. Next, top features were selected based on optimal classification results using a support vector machine (SVM) approach. The classification performances of the four radiomics models (using AUTO or MAN segmented ED or ES images), were measured by AUC, classification accuracy (CA), F1-score, sensitivity and specificity. The most accurate model was found when combining the features RunLengthNonUniformity, ClusterShade and Median obtained from the manually segmented ES images (CA = 0.846, F1 score = 0.847). ED analysis performed worse than ES, with lower CA and F1 scores (0.769 and 0.770, respectively). Manual correction of automated contours resulted in similar model features as the automated segmentations and did not improve classification results. A radiomics analysis can capture the inherent contrast in noncontrast mid-ventricular SAX cine images to distinguishing AMI from healthy subjects. The ES radiomics model was more accurate than the ED model. Manual correction of the autosegmentation did not provide significant classification improvements.
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Affiliation(s)
- Baptiste Vande Berg
- Department of Radiology, University Hospitals Leuven, Herestraat 49, 3000, Leuven, Belgium
| | - Frederik De Keyzer
- Department of Radiology, University Hospitals Leuven, Herestraat 49, 3000, Leuven, Belgium
- Department of Imaging and Pathology KU Leuven, Herestraat 49, 3000, Leuven, Belgium
| | | | - Piet Claus
- Department of Cardiovascular Sciences, KU Leuven, Herestraat 49, 3000, Leuven, Belgium
| | - Pier Giorgio Masci
- Department of Radiology, University Hospitals Leuven, Herestraat 49, 3000, Leuven, Belgium
- Department of Imaging and Pathology KU Leuven, Herestraat 49, 3000, Leuven, Belgium
- School of Biomedical Engineering and Imaging Sciences, King's College London, St Thomas Hospital, London, UK
| | - Jan Bogaert
- Department of Radiology, University Hospitals Leuven, Herestraat 49, 3000, Leuven, Belgium
- Department of Imaging and Pathology KU Leuven, Herestraat 49, 3000, Leuven, Belgium
| | - Tom Dresselaers
- Department of Radiology, University Hospitals Leuven, Herestraat 49, 3000, Leuven, Belgium.
- Department of Imaging and Pathology KU Leuven, Herestraat 49, 3000, Leuven, Belgium.
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Krumm P, Martirosian P, Rath D, Zitzelsberger T, Ruff CA, Klumpp BD, Nikolaou K, Gawaz M, Geisler T, Schick F, Kramer U. Signal decay mapping of myocardial edema using dual-contrast fast spin-echo MRI. J Magn Reson Imaging 2015; 44:186-93. [PMID: 26717865 DOI: 10.1002/jmri.25142] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/01/2015] [Accepted: 12/10/2015] [Indexed: 11/06/2022] Open
Abstract
PURPOSE To introduce a dual-contrast fast spin-echo (dcFSE) sequence for signal decay mapping of myocardial edema. MATERIALS AND METHODS After consultation with the Institutional Review Board, 22 acute myocardial infarction (MI) patients were examined with magnetic resonance imaging (MRI) at 1.5T 2 days after revascularization. Edema was evaluated in 16 myocardial segments with an exponential fit for signal decay time (SDT) in dcFSE mapping and T2 signal intensity ratio for single-contrast FSE. Myocardial viability was evaluated in late gadolinium enhancement (LGE). A control group of 10 volunteers was examined for edema imaging. SDT was compared in segment groups: 1) with LGE in MI, 2) penumbra, 3) remote from LGE, 4) controls. Groups 1/3 and 3/4 were tested on difference. Three phantoms providing similar T2 but different T1 relaxation times (low, intermediate, high) were examined with dcFSE and multicontrast spin echo sequence as a reference. RESULTS The SDT/T2 ratio for segment groups was 1) 82msec/1.7 in segments with LGE; 2) 65msec/1.6 for penumbra, 3) 62msec/1.7 for remote segments, and 4) 50msec/1.6 in controls. In dcFSE group 1/3 (P < 0.0001) and in group 3/4 (P = 0.0002) SDT was significantly different. In single-contrast FSE the T2 ratio was not significantly different for both tests: 1/3 P = 0.1889; 3/4 P = 0.8879. T2 -overestimation of dcFSE was 23% in low, 29% in intermediate, and 35% in highly T1 contaminated phantoms. CONCLUSION dcFSE signal decay edema mapping is feasible in volunteers and patients. DcFSE SDT is superior to T2 ratio for detection of high-grade and diffuse myocardial edema. J. Magn. Reson. Imaging 2016;44:186-193.
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Affiliation(s)
- Patrick Krumm
- Department of Diagnostic and Interventional Radiology, Eberhard Karls University, Tübingen, Germany
| | - Petros Martirosian
- Department of Diagnostic and Interventional Radiology, Section on Experimental Radiology, Eberhard Karls University, Tübingen, Germany
| | - Dominik Rath
- Department of Cardiology and Cardiovascular Medicine, Eberhard Karls University, Tübingen, Germany
| | - Tanja Zitzelsberger
- Department of Diagnostic and Interventional Radiology, Eberhard Karls University, Tübingen, Germany
| | - Christer Andreas Ruff
- Department of Diagnostic and Interventional Radiology, Eberhard Karls University, Tübingen, Germany
| | - Bernhard Daniel Klumpp
- Department of Diagnostic and Interventional Radiology, Eberhard Karls University, Tübingen, Germany
| | - Konstantin Nikolaou
- Department of Diagnostic and Interventional Radiology, Eberhard Karls University, Tübingen, Germany
| | - Meinrad Gawaz
- Department of Cardiology and Cardiovascular Medicine, Eberhard Karls University, Tübingen, Germany
| | - Tobias Geisler
- Department of Cardiology and Cardiovascular Medicine, Eberhard Karls University, Tübingen, Germany
| | - Fritz Schick
- Department of Diagnostic and Interventional Radiology, Section on Experimental Radiology, Eberhard Karls University, Tübingen, Germany
| | - Ulrich Kramer
- Department of Diagnostic and Interventional Radiology, Eberhard Karls University, Tübingen, Germany
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Abbas A, Sonnex E, Pereira RS, Coulden RA. Cardiac magnetic resonance assessment of takotsubo cardiomyopathy. Clin Radiol 2015; 71:e110-9. [PMID: 26607916 DOI: 10.1016/j.crad.2015.10.020] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/29/2015] [Revised: 09/04/2015] [Accepted: 10/20/2015] [Indexed: 11/26/2022]
Abstract
Takotsubo cardiomyopathy is an important condition that can be difficult to differentiate from acute coronary syndrome on the basis of clinical, electrocardiogram, and cardiac enzyme assessment alone. Although coronary angiography remains important in the acute assessment of patients with suspected takotsubo cardiomyopathy, cardiac magnetic resonance (CMR) has emerged over the last decade as an important non-invasive imaging tool in the diagnosis and follow-up of this condition. We present a review highlighting the CMR features of takotsubo cardiomyopathy and its complications with particular focus on differentiating this condition from acute myocardial infarction and myocarditis.
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Affiliation(s)
- A Abbas
- Department of Radiology and Diagnostic Imaging, University of Alberta Hospital, 8440 112 Street NW, Edmonton, Alberta, T6G 2B7, Canada.
| | - E Sonnex
- Department of Radiology and Diagnostic Imaging, University of Alberta Hospital, 8440 112 Street NW, Edmonton, Alberta, T6G 2B7, Canada
| | - R S Pereira
- Department of Radiology and Diagnostic Imaging, University of Alberta Hospital, 8440 112 Street NW, Edmonton, Alberta, T6G 2B7, Canada
| | - R A Coulden
- Department of Radiology and Diagnostic Imaging, University of Alberta Hospital, 8440 112 Street NW, Edmonton, Alberta, T6G 2B7, Canada
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Hamlin SA, Henry TS, Little BP, Lerakis S, Stillman AE. Mapping the future of cardiac MR imaging: case-based review of T1 and T2 mapping techniques. Radiographics 2015; 34:1594-611. [PMID: 25310419 DOI: 10.1148/rg.346140030] [Citation(s) in RCA: 61] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/29/2023]
Abstract
Cardiac magnetic resonance (MR) imaging has grown over the past several decades into a validated, noninvasive diagnostic imaging tool with a pivotal role in cardiac morphologic and functional assessment and tissue characterization. With traditional cardiac MR imaging sequences, assessment of various pathologic conditions ranging from ischemic and nonischemic cardiomyopathy to cardiac involvement in systemic diseases (eg, amyloidosis and sarcoidosis) is possible; however, these sequences are most useful in focal myocardial disease, and image interpretation relies on subjective qualitative analysis of signal intensity. Newer T1 and T2 myocardial mapping techniques offer a quantitative assessment of the myocardium (by using T1 and T2 relaxation times), which can be helpful in focal disease, and demonstrate special utility in the evaluation of diffuse myocardial disease (eg, edema and fibrosis). Altered T1 and T2 relaxation times in disease states can be compared with published ranges of normal relaxation times in healthy patients. In conjunction with traditional cardiac MR imaging sequences, T1 and T2 mapping can limit the interpatient and interstudy variability that are common with qualitative analysis and may provide clinical markers for long-term follow-up.
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Affiliation(s)
- Scott A Hamlin
- From the Department of Radiology and Imaging Sciences, Division of Cardiothoracic Imaging (S.A.H., T.S.H., B.P.L., A.E.S.), and Department of Cardiology (S.L.), Emory University School of Medicine, 1364 Clifton Rd NE, Room D125A, Atlanta, GA 30322
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A patient with a rare cause of elevated troponin I. Clin Res Cardiol 2015; 104:794-7. [DOI: 10.1007/s00392-015-0864-x] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/15/2015] [Accepted: 04/23/2015] [Indexed: 10/23/2022]
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Klug G, Metzler B. Assessing myocardial recovery following ST-segment elevation myocardial infarction: short- and long-term perspectives using cardiovascular magnetic resonance. Expert Rev Cardiovasc Ther 2013; 11:203-19. [PMID: 23405841 DOI: 10.1586/erc.12.173] [Citation(s) in RCA: 48] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
Abstract
Myocardial recovery after revascularization for ST-segment elevation myocardial infarction (STEMI) remains a significant diagnostic and, despite novel treatment strategies, a therapeutic challenge. Cardiovascular magnetic resonance (CMR) has emerged as a valuable clinical and research tool after acute STEMI. It represents the gold standard for functional and morphological evaluation of the left ventricle. Gadolinium-based perfusion and late-enhancement viability imaging has expanded our knowledge about the underlying pathologies of inadequate myocardial recovery. T2-weighted imaging of myocardial salvage after early reperfusion of the infarct-related artery underlines the effectiveness of current invasive treatment for STEMI. In the last decade, the number of publications on CMR after acute STEMI continued to rise, with no plateau in sight. Currently, CMR research is gathering robust prognostic data on standardized CMR protocols with the aim to substantially improve patient care and prognosis. Beyond established CMR protocols, more specific methods such as magnetic resonance relaxometry, myocardial tagging, 4D phase-contrast imaging and novel superparamagnetic contrast agents are emerging. This review will discuss the currently available data on the use of CMR after acute STEMI and take a brief look at developing new methods currently under investigation.
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Affiliation(s)
- Gert Klug
- University Clinic of Internal Medicine III (Cardiology), Medical University of Innsbruck, Innsbruck, Austria
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Kehmeier ES, Lepper W, Kropp M, Heiss C, Hendgen-Cotta U, Balzer J, Neizel M, Meyer C, Merx MW, Verde PE, Ohmann C, Heusch G, Kelm M, Rassaf T. TNF-α, myocardial perfusion and function in patients with ST-segment elevation myocardial infarction and primary percutaneous coronary intervention. Clin Res Cardiol 2012; 101:815-27. [DOI: 10.1007/s00392-012-0465-x] [Citation(s) in RCA: 20] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/25/2012] [Accepted: 04/19/2012] [Indexed: 02/01/2023]
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Reiter T, Ritter O, Beer M, Petritsch B. An unusual finding after resuscitation: contusio cordis. Clin Res Cardiol 2012; 101:767-70. [PMID: 22476822 DOI: 10.1007/s00392-012-0449-x] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/09/2011] [Accepted: 03/22/2012] [Indexed: 11/28/2022]
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Di Bella G, Florian A, Oreto L, Napolitano C, Todaro MC, Donato R, Calamelli S, Camastra GS, Zito C, Carerj S, Bogaert J, Oreto G. Electrocardiographic findings and myocardial damage in acute myocarditis detected by cardiac magnetic resonance. Clin Cardiol 2012; 36:146-52. [PMID: 22388951 DOI: 10.1002/clc.22088] [Citation(s) in RCA: 20] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/29/2012] [Revised: 11/21/2012] [Indexed: 12/29/2022] Open
Abstract
Delayed-contrast-enhancement (DCE) magnetic resonance imaging (MRI) can identify areas of myocardial damage in patients with acute myocarditis (AM). The aim of this study was to assess the electrocardiographic findings in AM diagnosed by DCE-MRI. Eighty-one patients (72 men, 35 ± 13 years) with AM were prospectively enrolled. All of them underwent MRI and 12-lead-ECG recordings. In the admission electrocardiogram (ECG 1), as well as in that obtained 48 h later (ECG 2), the following parameters were analyzed: rhythm, PR, QRS, and QTc-intervals, intraventricular conduction, abnormal Q waves, ST segment elevation, and T wave inversion. On admission, 77 patients (95%) were in sinus rhythm, while four patients (6%) manifested severe arrhythmias. No difference between ECG 1 and ECG 2 was observed regarding abnormal Q waves, PR, QRS, and QTc-intervals. Electrocardiogram 1 was normal in 26 patients (32%, normal ECG group), and abnormal in 55 patients (68%, abnormal ECG group). ST elevation was found in 46 patients (57%), inverted T wave in seven patients (9%) and left bundle branch block (LBBB) in two patients (3%). Areas of DCE suggesting AM were found in each patient. No relationship concerning the location of the involved region (s) was found between ECG (leads with ST/T abnormalities) and MRI (areas showing DCE). The ECG in AM can either be normal or reflect abnormalities including arrhythmias, LBBB, ST segment elevation, and T wave inversion. The location of myocardial involvement deduced on the basis of ECG leads showing ST/T changes is not in close relationship with the areas of ventricular damage detected by MRI.
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Affiliation(s)
- Gianluca Di Bella
- Clinical and Experimental Department of Medicine and Pharmacology, University of Messina, Via Consolare Valeria No. 1, 98100 Messina, Italy.
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Electrocardiographic findings and myocardial damage in acute myocarditis detected by cardiac magnetic resonance. Clin Res Cardiol 2012; 101:617-24. [PMID: 22388951 DOI: 10.1007/s00392-012-0433-5] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/02/2011] [Accepted: 02/20/2012] [Indexed: 01/15/2023]
Abstract
Delayed-contrast-enhancement (DCE) magnetic resonance imaging (MRI) can identify areas of myocardial damage in patients with acute myocarditis (AM). The aim of this study was to assess the electrocardiographic findings in AM diagnosed by DCE-MRI. Eighty-one patients (72 men, 35 ± 13 years) with AM were prospectively enrolled. All of them underwent MRI and 12-lead-ECG recordings. In the admission electrocardiogram (ECG 1), as well as in that obtained 48 h later (ECG 2), the following parameters were analyzed: rhythm, PR, QRS, and QTc-intervals, intraventricular conduction, abnormal Q waves, ST segment elevation, and T wave inversion. On admission, 77 patients (95%) were in sinus rhythm, while four patients (6%) manifested severe arrhythmias. No difference between ECG 1 and ECG 2 was observed regarding abnormal Q waves, PR, QRS, and QTc-intervals. Electrocardiogram 1 was normal in 26 patients (32%, normal ECG group), and abnormal in 55 patients (68%, abnormal ECG group). ST elevation was found in 46 patients (57%), inverted T wave in seven patients (9%) and left bundle branch block (LBBB) in two patients (3%). Areas of DCE suggesting AM were found in each patient. No relationship concerning the location of the involved region (s) was found between ECG (leads with ST/T abnormalities) and MRI (areas showing DCE). The ECG in AM can either be normal or reflect abnormalities including arrhythmias, LBBB, ST segment elevation, and T wave inversion. The location of myocardial involvement deduced on the basis of ECG leads showing ST/T changes is not in close relationship with the areas of ventricular damage detected by MRI.
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