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

医学 列线图 心脏病学 射血分数 内科学 心力衰竭 危险系数 射血分数保留的心力衰竭 四分位间距 前瞻性队列研究 放射科 血管病学 核医学 置信区间
作者
Lian‐Ming Wu,Ruo‐Yang Shi,Chong‐Wen Wu,Meng Jiang,Qiang Guo,Yinsu Zhu,Langlang Tang,Jianrong Xu,Jun Pu,Yan Zhou,Rui Wu
出处
期刊:Journal of Magnetic Resonance Imaging [Wiley]
卷期号:56 (3): 779-789 被引量:9
标识
DOI:10.1002/jmri.28070
摘要

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 (<31%) and an output <42.7. Patients with a higher “S_33_sum average” value on precontrast T1 map had a significantly increased risk for HFpEF (hazard ratio, 1.363, 95% CI, 1.130–1.645), after adjusting for covariates including ECV and LVEF. Finally, “S_33_sum average” from precontrast T1 mapping had modest but significantly incremental prognostic value over the mean ECV value (Uno C statistic comparing models, 0.860 vs. 0.835). Data Conclusion The precontrast T1 map‐based radiomic nomogram, as a measure of diffuse myocardial fibrosis was associated with HFpEF and provided modest prognostic value for predicting HFpEF in SLE patients. Evidence Level 1 Technical Efficacy Stage 2
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