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Can global longitudinal strain (GLS) with magnetic resonance prognosticate early cancer therapy-related cardiac dysfunction (CTRCD) in breast cancer patients, a prospective study?
- Source :
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Magnetic resonance imaging [Magn Reson Imaging] 2023 Apr; Vol. 97, pp. 68-81. Date of Electronic Publication: 2022 Dec 26. - Publication Year :
- 2023
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Abstract
- Purpose: To determine if Artificial Intelligence-based computation of global longitudinal strain (GLS) from left ventricular (LV) MRI is an early prognostic factor of cancer therapy-related cardiac dysfunction (CTRCD) in breast cancer patients. The main hypothesis based on the patients receiving antineoplastic chemotherapy treatment was CTRCD risk analysis with GLS that was independent of LV ejection fraction (LVEF).<br />Methods: Displacement Encoding with Stimulated Echoes (DENSE) MRI was acquired on 32 breast cancer patients at baseline and 3- and 6-month follow-ups after chemotherapy. Two DeepLabV3+ Fully Convolutional Networks (FCNs) were deployed to automate image segmentation for LV chamber quantification and phase-unwrapping for 3D strains, computed with the Radial Point Interpolation Method. CTRCD risk (cardiotoxicity and adverse cardiac events) was analyzed with Cox Proportional Hazards (PH) models with clinical and contractile prognostic factors.<br />Results: GLS worsened from baseline to the 3- and 6-month follow-ups (-19.1 ± 2.1%, -16.0 ± 3.1%, -16.1 ± 3.0%; P < 0.001). Univariable Cox regression showed the 3-month GLS significantly associated as an agonist (hazard ratio [HR]-per-SD: 2.1; 95% CI: 1.4-3.1; P < 0.001) and LVEF as a protector (HR-per-SD: 0.8; 95% CI: 0.7-0.9; P = 0.001) for CTRCD occurrence. Bivariable regression showed the 3-month GLS (HR-per-SD: 2.0; 95% CI: 1.2-3.4; P = 0.01) as a CTRCD prognostic factor independent of other covariates, including LVEF (HR-per-SD: 1.0; 95% CI: 0.9-1.2; P = 0.9).<br />Conclusions: The end-point analyses proved the hypothesis that GLS is an early, independent prognosticator of incident CTRCD risk. This novel GLS-guided approach to CTRCD risk analysis could improve antineoplastic treatment with further validation in a larger clinical trial.<br /> (Copyright © 2022. Published by Elsevier Inc.)
- Subjects :
- Humans
Female
Prospective Studies
Artificial Intelligence
Global Longitudinal Strain
Ventricular Function, Left
Magnetic Resonance Imaging
Magnetic Resonance Spectroscopy
Breast Neoplasms diagnostic imaging
Breast Neoplasms drug therapy
Heart Diseases chemically induced
Heart Diseases drug therapy
Antineoplastic Agents adverse effects
Ventricular Dysfunction, Left chemically induced
Ventricular Dysfunction, Left diagnostic imaging
Subjects
Details
- Language :
- English
- ISSN :
- 1873-5894
- Volume :
- 97
- Database :
- MEDLINE
- Journal :
- Magnetic resonance imaging
- Publication Type :
- Academic Journal
- Accession number :
- 36581216
- Full Text :
- https://doi.org/10.1016/j.mri.2022.12.015