A Radiomic MRI based Nomogram for Prediction of Heart Failure with Preserved Ejection Fraction in Systemic Lupus Erythematosus Patients: Insights From a Three‐Center Prospective Study
Background Myocardial T1 and extracellular volume (ECV) fraction values have important roles in the prognostication of heart failure with preserved ejection fraction (HFpEF). However, the traditional mean quantification of intensity levels is not sufficient. Purpose To evaluate a T1 map‐based radiom...
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Veröffentlicht in: | Journal of magnetic resonance imaging 2022-09, Vol.56 (3), p.779-789 |
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Sprache: | eng |
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Zusammenfassung: | Background
Myocardial T1 and extracellular volume (ECV) fraction values have important roles in the prognostication of heart failure with preserved ejection fraction (HFpEF). However, the traditional mean quantification of intensity levels is not sufficient.
Purpose
To evaluate a T1 map‐based radiomic nomogram as a long‐term prognosticator for HFpEF in systemic lupus erythematosus (SLE) patients.
Study Type
Prospective.
Population
A total of 115 SLE patients and 50 age‐ and gender‐matched controls.
Field Strength/Sequence
A 3.0 T scanner; cine imaging, precontrast and post‐contrast T1 mapping and T2 mapping sequences.
Assessment
A radiomic nomogram was developed based on precontrast T1 mapping. Three independent readers assessed and compared the ECV value and the value of the radiomic nomogram for predicting HFpEF in SLE patients.
Statistical Test
Cox proportional hazard models, Youden index for determining cut‐off values for high HFpEF risk vs. low HFpEF risk classification, Kaplan–Meier analysis, intraclass correlation (ICC), and Uno C statistic test.
Results
During a median follow‐up of 27 (interquartile range, 19–37) months, 31 SLE patients developed HFpEF. Patients with elevated ECV (≥31%) and a higher output (≥42.7) from the radiomic feature “S_33_sum average” of the precontrast T1 map had a significantly higher risk of developing HFpEF than those who had lower ECV ( |
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ISSN: | 1053-1807 1522-2586 |
DOI: | 10.1002/jmri.28070 |