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Alenezi A, McKiddie F, Nath M, Mayya A, Welch A. Cardiotoxicity detection tool for breast cancer chemotherapy: a retrospective study. PeerJ Comput Sci 2024; 12:e2230. [PMID: 39144824 PMCID: PMC11323080 DOI: 10.7717/peerj-cs.2230] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/11/2024] [Accepted: 04/25/2024] [Indexed: 08/16/2024]
Abstract
Background Patients with breast cancer undergoing biological therapy and/or chemotherapy perform multiple radionuclide angiography (RNA) or multigated acquisition (MUGA) scans to assess cardiotoxicity. The association between RNA imaging parameters and left ventricular (LV) ejection fraction (LVEF) remains unclear. Objectives This study aimed to extract and evaluate the association of several novel imaging biomarkers to detect changes in LVEF in patients with breast cancer undergoing chemotherapy. Methods We developed and optimized a novel set of MATLAB routines called the "RNA Toolbox" to extract parameters from RNA images. The code was optimized using various statistical tests (e.g., ANOVA, Bland-Altman, and intraclass correlation tests). We quantitatively analyzed the images to determine the association between these parameters using regression models and receiver operating characteristic (ROC) curves. Results The code was reproducible and showed good agreement with validated clinical software for the parameters extracted from both packages. The regression model and ROC results were statistically significant in predicting LVEF (R2 = 0.40, P < 0.001) (AUC = 0.78). Some time-based, shape-based, and count-based parameters were significantly associated with post-chemotherapy LVEF (β = 0.09, P < 0.001), LVEF of phase image (β = 4, P = 0.030), approximate entropy (ApEn) (β = 11.6, P = 0.001), ApEn (diastolic and systolic) (β = 39, P = 0.002) and LV systole size (β = 0.03, P = 0.010). Conclusions Despite the limited sample size, we observed evidence of associations between several parameters and LVEF. We believe that these parameters will be more beneficial than the current methods for patients undergoing cardiotoxic chemotherapy. Moreover, this approach can aid physicians in evaluating subclinical cardiac changes during chemotherapy, and in understanding the potential benefits of cardioprotective drugs.
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Affiliation(s)
- Ahmad Alenezi
- Department of Radiologic Sciences, Kuwait University, Jabriya, Kuwait
| | - Fergus McKiddie
- Nuclear Medicine, Unaffiliated, Aberdeen, Aberdeenshire, United Kingdom
| | - Mintu Nath
- Institute of Applied Health Sciences, University of Aberdeen, Aberdeen, United Kingdom
| | - Ali Mayya
- Department of Computers and Automatic Control Engineering, Tishreen University, Latakia, Syria
| | - Andy Welch
- Medical and Dental Sciences Department, University of Aberdeen, Aberdeen, United Kingdom
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Juarez-Orozco LE, Monroy-Gonzalez A, Prakken NHJ, Noordzij W, Knuuti J, deKemp RA, Slart RHJA. Phase analysis of gated PET in the evaluation of mechanical ventricular synchrony: A narrative overview. J Nucl Cardiol 2019; 26:1904-1913. [PMID: 30834496 PMCID: PMC6908565 DOI: 10.1007/s12350-019-01670-7] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/07/2019] [Accepted: 02/05/2019] [Indexed: 11/12/2022]
Abstract
Noninvasive imaging modalities offer the possibility to dynamically evaluate cardiac motion during the cardiac cycle by means of ECG-gated acquisitions. Such motion characterization along with orientation, segmentation preprocessing, and ultimately, phase analysis, can provide quantitative estimates of ventricular mechanical synchrony. Current evidence on the role of mechanical synchrony evaluation is mainly available for echocardiography and gated single-photon emission computed tomography, but less is known about the utilization of gated positron emission tomography (PET). Although data available are sparse, there is indication that mechanical synchrony evaluation can be of diagnostic and prognostic values in patients with known or suspected coronary artery disease-related myocardial ischemia, prediction of response to cardiac resynchronization therapy, and estimation of risk for adverse cardiac events in patients' heart failure. As such, the evaluation of mechanical ventricular synchrony through phase analysis of gated acquisitions represents a value addition to modern cardiac PET imaging modality, which warrants further research and development in the evaluation of patients with cardiovascular disease.
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Affiliation(s)
- Luis Eduardo Juarez-Orozco
- Turku PET Centre, University of Turku and Turku University Hospital, Kiinamyllynkatu 4-8, 20520, Turku, Finland
| | - Andrea Monroy-Gonzalez
- Department of Nuclear Medicine and Molecular Imaging, University Medical Center Groningen, University of Groningen, Hanzeplein 1, P.O. Box 30001, 9700 RB, Groningen, The Netherlands
| | - Niek H J Prakken
- Department of Nuclear Medicine and Molecular Imaging, University Medical Center Groningen, University of Groningen, Hanzeplein 1, P.O. Box 30001, 9700 RB, Groningen, The Netherlands
| | - Walter Noordzij
- Department of Nuclear Medicine and Molecular Imaging, University Medical Center Groningen, University of Groningen, Hanzeplein 1, P.O. Box 30001, 9700 RB, Groningen, The Netherlands
| | - Juhani Knuuti
- Turku PET Centre, University of Turku and Turku University Hospital, Kiinamyllynkatu 4-8, 20520, Turku, Finland
| | - Robert A deKemp
- Division of Cardiology, Department of Medicine, National Cardiac PET Centre, University of Ottawa Heart Institute (UOHI), University of Ottawa, Ottawa, ON, Canada
| | - Riemer H J A Slart
- Department of Nuclear Medicine and Molecular Imaging, University Medical Center Groningen, University of Groningen, Hanzeplein 1, P.O. Box 30001, 9700 RB, Groningen, The Netherlands.
- Biomedical Photonic Imaging, Technical Medical Centre, University of Twente, Enschede, The Netherlands.
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Salimian S, Thibault B, Finnerty V, Grégoire J, Harel F. Phase analysis of gated blood pool SPECT for multiple stress testing assessments of ventricular mechanical dyssynchrony in a tachycardia-induced dilated cardiomyopathy canine model. J Nucl Cardiol 2017; 24:145-157. [PMID: 26686363 DOI: 10.1007/s12350-015-0338-6] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/12/2015] [Accepted: 11/06/2015] [Indexed: 11/29/2022]
Abstract
BACKGROUND Stress-induced dyssynchrony has been shown to be independently correlated with clinical outcomes in patients with dilated cardiomyopathy (DCM) and narrow QRS complexes. However, the extent to which stress levels affect inter- and intraventricular dyssynchrony parameters remains unknown. METHODS Ten large dogs were submitted to tachycardia-induced DCM by pacing the right ventricular apex for 3-4 weeks to reach a target ejection fraction (EF) of 35% or less. Stress was then induced in DCM dogs by administering intravenous dobutamine up to a maximum of 20 μg·kg-1·min-1. Hemodynamic and ventricular dyssynchrony data were analyzed by left ventricular (LV) pressure measurements and gated blood pool SPECT (GBPS) imaging. In order to assess mechanical dyssynchrony in DCM subjects and compare it with that of 8 normal counterparts, we extracted the following data: count-based indices of LV contraction homogeneity index (CHI), entropy and phase standard deviation, and interventricular dyssynchrony index. RESULTS A significant LV intraventricular dyssynchrony (CHI: 96.4 ± 1.3% in control vs 78.6% ± 10.9% in DCM subjects) resulted in an intense LV dysfunction in DCM subjects (EF: 49.5% ± 8.4% in control vs 22.6% ± 6.0% in DCM), compared to control subjects. However, interventricular dyssynchrony did not vary significantly between the two groups. Under stress, DCM subjects showed a significant improvement in ventricular functional parameters at each level (EF: 22.6% ± 6.0% at rest vs 48.1% ± 5.8% at maximum stress). All intraventricular dyssynchrony indices showed a significant increase in magnitude of synchrony from baseline to stress levels of greater than or equal to 5 μg·kg-1·min-1 dobutamine. There were individual differences in the magnitude and pattern of change in interventricular dyssynchrony during the various levels of stress. CONCLUSIONS Based on GBPS analyses, different levels of functional stress, even in close intervals, can have a significant impact on hemodynamic and intraventricular dyssynchrony parameters in a DCM model with narrow QRS complex.
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MESH Headings
- Animals
- Cardiac-Gated Single-Photon Emission Computer-Assisted Tomography/methods
- Cardiomyopathy, Dilated/diagnostic imaging
- Cardiomyopathy, Dilated/etiology
- Cardiomyopathy, Dilated/physiopathology
- Dogs
- Exercise Test/methods
- Gated Blood-Pool Imaging/methods
- Image Interpretation, Computer-Assisted/methods
- Reproducibility of Results
- Sensitivity and Specificity
- Tachycardia, Ventricular/complications
- Tachycardia, Ventricular/diagnostic imaging
- Tachycardia, Ventricular/physiopathology
- Ventricular Dysfunction, Left/diagnostic imaging
- Ventricular Dysfunction, Left/etiology
- Ventricular Dysfunction, Left/physiopathology
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Affiliation(s)
- Samaneh Salimian
- Department of Nuclear Medicine, Montreal Heart Institute and University of Montreal, 5000 Belanger Street, Montreal, QC, H1T 1C8, Canada
| | - Bernard Thibault
- Department of Medicine, Montreal Heart Institute and University of Montreal, Montreal, QC, Canada
| | - Vincent Finnerty
- Department of Nuclear Medicine, Montreal Heart Institute and University of Montreal, 5000 Belanger Street, Montreal, QC, H1T 1C8, Canada
| | - Jean Grégoire
- Department of Nuclear Medicine, Montreal Heart Institute and University of Montreal, 5000 Belanger Street, Montreal, QC, H1T 1C8, Canada
| | - François Harel
- Department of Nuclear Medicine, Montreal Heart Institute and University of Montreal, 5000 Belanger Street, Montreal, QC, H1T 1C8, Canada.
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Germano G, Van Kriekinge SD. Measuring mechanical cardiac dyssynchrony in the 3-D era. J Nucl Cardiol 2017; 24:158-161. [PMID: 26719153 DOI: 10.1007/s12350-015-0379-x] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/11/2015] [Accepted: 12/11/2015] [Indexed: 12/25/2022]
Affiliation(s)
- Guido Germano
- Cedars-Sinai Medical Center, 8700 Beverly Blvd A047 N, Los Angeles, CA, USA.
- UCLA, David Geffen School of Medicine, Los Angeles, CA, USA.
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Comparison of radionuclide angiographic synchrony analysis to echocardiography and magnetic resonance imaging for the diagnosis of arrhythmogenic right ventricular cardiomyopathy. Heart Rhythm 2015; 12:1268-75. [DOI: 10.1016/j.hrthm.2015.02.033] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/14/2014] [Indexed: 11/22/2022]
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Rastgou F, Shojaeifard M, Amin A, Ghaedian T, Firoozabadi H, Malek H, Yaghoobi N, Bitarafan-Rajabi A, Haghjoo M, Amouzadeh H, Barati H. Assessment of left ventricular mechanical dyssynchrony by phase analysis of gated-SPECT myocardial perfusion imaging and tissue Doppler imaging: comparison between QGS and ECTb software packages. J Nucl Cardiol 2014; 21:1062-71. [PMID: 25047867 DOI: 10.1007/s12350-014-9941-1] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/20/2014] [Accepted: 05/25/2014] [Indexed: 11/26/2022]
Abstract
BACKGROUND Recently, the phase analysis of gated single-photon emission computed tomography (SPECT) myocardial perfusion imaging (MPI) has become feasible via several software packages for the evaluation of left ventricular mechanical dyssynchrony. We compared two quantitative software packages, quantitative gated SPECT (QGS) and Emory cardiac toolbox (ECTb), with tissue Doppler imaging (TDI) as the conventional method for the evaluation of left ventricular mechanical dyssynchrony. METHODS AND RESULTS Thirty-one patients with severe heart failure (ejection fraction ≤35%) and regular heart rhythm, who referred for gated-SPECT MPI, were enrolled. TDI was performed within 3 days after MPI. Dyssynchrony parameters derived from gated-SPECT MPI were analyzed by QGS and ECTb and were compared with the Yu index and septal-lateral wall delay measured by TDI. QGS and ECTb showed a good correlation for assessment of phase histogram bandwidth (PHB) and phase standard deviation (PSD) (r = 0.664 and r = 0.731, P < .001, respectively). However, the mean value of PHB and PSD by ECTb was significantly higher than that of QGS. No significant correlation was found between ECTb and QGS and the Yu index. Nevertheless, PHB, PSD, and entropy derived from QGS revealed a significant (r = 0.424, r = 0.478, r = 0.543, respectively; P < .02) correlation with septal-lateral wall delay. CONCLUSION Despite a good correlation between QGS and ECTb software packages, different normal cut-off values of PSD and PHB should be defined for each software package. There was only a modest correlation between phase analysis of gated-SPECT MPI and TDI data, especially in the population of heart failure patients with both narrow and wide QRS complex.
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Affiliation(s)
- Fereydoon Rastgou
- Department of Nuclear Medicine and Molecular Imaging, Rajaie Cardiovascular, Medical and Research Center, Iran University of Medical Sciences, Vali-e-Asr Ave., Niayesh Blvd., Tehran, Iran
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Lalonde M, Wells RG, Birnie D, Ruddy TD, Wassenaar R. Development and optimization of SPECT gated blood pool cluster analysis for the prediction of CRT outcome. Med Phys 2014; 41:072506. [DOI: 10.1118/1.4883881] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022] Open
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Lalonde M, Birnie D, Ruddy TD, deKemp RA, Beanlands RSB, Wassenaar R, Wells RG. SPECT gated blood pool phase analysis of lateral wall motion for prediction of CRT response. Int J Cardiovasc Imaging 2014; 30:559-69. [DOI: 10.1007/s10554-013-0360-1] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/28/2013] [Accepted: 12/31/2013] [Indexed: 10/25/2022]
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Castro P, Winter JL, Verdejo H, Orellana P, Quintana JC, Greig D, Enríquez A, Sepúlveda L, Concepción R, Sepúlveda P, Rossel V, Chiong M, García L, Lavandero S. Relationship between mechanical and metabolic dyssynchrony with left bundle branch block: evaluation by 18-fluorodeoxyglucose positron emission tomography in patients with non-ischemic heart failure. J Heart Lung Transplant 2012; 31:1096-101. [PMID: 22975099 DOI: 10.1016/j.healun.2012.07.002] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/16/2012] [Revised: 05/30/2012] [Accepted: 07/17/2012] [Indexed: 10/27/2022] Open
Abstract
BACKGROUND Ventricular dyssynchrony is a common finding in patients with heart failure (HF), especially in the presence of conduction delays. The loss of ventricular synchrony leads to progressive impairment of contractile function, which may be explained in part by segmental abnormalities of myocardial metabolism. However, the association of these metabolic disarrangements with parameters of ventricular dyssynchrony and electrocardiography (ECG) findings has not yet been studied. METHODS Our aim was to determine the correlation between the presence of left bundle branch block (LBBB) with left ventricular (LV) mechanical synchrony assessed by multiple-gated acquisition scan (MUGA) and with patterns of 18-fluorodeoxyglucose (18FDG) uptake in patients with non-ischemic heart failure. Twenty-two patients with non-ischemic cardiomyopathy, LV ejection fraction (LVEF) ≤45% and New York Heart Association (NYHA) Functional Class II or III symptoms under standard medical therapy were included, along with 10 healthy controls matched for age and gender. A 12-lead ECG was obtained to measure the length of the QRS. Mechanical LV synchrony was assessed by MUGA using phase analysis. All patients and controls underwent positron emission tomography with 18FDG to determine the distribution of myocardial glucose uptake. The standard deviation of peak (18)FDG uptake was used as an index of metabolic heterogeneity. Student's t-test and Pearson's correlation were used for statistical analysis. RESULTS The mean age of the patients with HF was 54 ± 12 years and 72% were male. The length of the QRS was 129 ± 31 milliseconds and LBBB was present in 9 patients. Patients with HF had decreased LV 18FDG uptake compared with controls (7.56 ± 3.36 vs. 11.63 ± 4.55 standard uptake value; p = 0.03). The length of the QRS interval correlated significantly with glucose uptake heterogeneity (r = 0.62; p = 0.002) and mechanical dyssynchrony (r = 0.63; p = 0.006). HF patients with LBBB showed marked glucose uptake heterogeneity compared with HF patients without LBBB (41.4 ± 10 vs 34.7 ± 4.9 ml/100 g/min, respectively; p = 0.01). CONCLUSIONS Patients with non-ischemic heart failure exhibit a global decrease in myocardial glucose uptake. Within this group, subjects who also have LBBB exhibit a marked heterogeneity in segmental glucose uptake, which directly correlates with QRS duration.
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Affiliation(s)
- Pablo Castro
- División Enfermedades Cardiovasculares; Departamento Medicina Nuclear, Facultad de Medicina, Pontificia Universidad Católica, Santiago, Chile.
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Birnie D, de Kemp RA, Tang AS, Ruddy TD, Gollob MH, Guo A, Williams K, Thomson K, DaSilva JN, Beanlands RS. Reduced septal glucose metabolism predicts response to cardiac resynchronization therapy. J Nucl Cardiol 2012; 19:73-83. [PMID: 22160630 DOI: 10.1007/s12350-011-9483-8] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/29/2010] [Accepted: 11/05/2011] [Indexed: 11/24/2022]
Abstract
BACKGROUND Up to 50% of patients do not respond to Cardiac Resynchronization Therapy (CRT). Recent work has focused on quantifying mechanical dyssynchrony and left ventricular scar. Septal reverse-mismatch (R-MM) (reduced FDG uptake vs perfusion) has been observed in patients with cardiomyopathy and prolonged QRS duration. We hypothesized that a greater quantity of septal R-MM would indicate a greater potential for reversibility of the cardiomyopathy, when the dyssynchrony is improved with CRT. Therefore, this study's objective was to assess whether greater septal R-MM pattern predicts response to CRT. METHODS AND RESULTS Forty-nine patients had pre-implant Rubidium-82 and Fluorine-18-fluorodeoxyglucose PET scanning. Total and regional left ventricular scar size and extent of R-MM were calculated. Response to CRT was defined as ≥10% improvement in left ventricular end-systolic volume or ≥5% absolute ejection fraction improvement. In the non-ischemic cardiomyopathy subset non-responders had significantly less septal R-MM than responders (13.1% compared to 27.1%, P = .012). There were correlations between the extent of septal R-MM and the increase in ejection fraction (r = 0.692, P = .0004) and reduction in left ventricular end-systolic volume (r = -0.579, P = .004). For each 5% absolute increase in extent of septal R-MM the odds ratio of being a responder was 2.17 (95% CI 1.15, 4.11, P = .017). Extent of septal R-MM displayed high sensitivity and specificity (area under curve = 0.855, P = .017) to predict response. CONCLUSIONS In patients with non-ischemic cardiomyopathy, greater extent of septal glucose metabolic R-MM pattern, predicted response to CRT. This parameter may be useful for identifying patients who benefit from CRT.
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Affiliation(s)
- David Birnie
- University of Ottawa Heart Institute, 40 Ruskin Road, Ottawa, ON K1Y 4W7, Canada.
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Perrin MJ, Green MS, Redpath CJ, Nery PB, Keren A, Beanlands RS, Birnie DH. Greater response to cardiac resynchronization therapy in patients with true complete left bundle branch block: a PREDICT substudy. Europace 2011; 14:690-5. [DOI: 10.1093/europace/eur381] [Citation(s) in RCA: 25] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
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