特征跟踪
心脏周期
射血分数
心脏磁共振
磁共振成像
心脏磁共振成像
心功能曲线
跟踪(教育)
核医学
变形(气象学)
心内膜
医学
心脏病学
径向应力
心力衰竭
内科学
物理
放射科
人工智能
计算机科学
模式识别(心理学)
心理学
教育学
气象学
作者
Ashish Manohar,Gabrielle Colvert,Juan E. Ortuño,Zhennong Chen,James Yang,Brendan Colvert,W. Patricia Bandettini,Marcus Y. Chen,María J. Ledesma‐Carbayo,Elliot R. McVeigh
摘要
Abstract Background Estimates of regional left ventricular (LV) strains provide additional information to global function parameters such as ejection fraction (EF) and global longitudinal strain (GLS) and are more sensitive in detecting abnormal regional cardiac function. The accurate and reproducible assessment of regional cardiac function has implications in the management of various cardiac diseases such as heart failure, myocardial ischemia, and dyssynchrony. Purpose To develop a method that yields highly reproducible, high‐resolution estimates of regional endocardial strains from 4DCT images. Methods A method for estimating regional LV endocardial circumferential and longitudinal () strains from 4DCT was developed. Point clouds representing the LV endocardial surface were extracted for each time frame of the cardiac cycle from 4DCT images. 3D deformation fields across the cardiac cycle were obtained by registering the end diastolic point cloud to each subsequent point cloud in time across the cardiac cycle using a 3D point‐set registration technique. From these deformation fields, were estimated over the entire LV endocardial surface by fitting an affine transformation with maximum likelihood estimation. The 4DCT‐derived strains were compared with strains estimated in the same subjects by cardiac magnetic resonance (CMR); twenty‐four subjects had CMR scans followed by 4DCT scans acquired within a few hours. Regional LV circumferential and longitudinal strains were estimated from the CMR images using a commercially available feature tracking software (cvi42). Global circumferential strain (GCS) and global longitudinal strain (GLS) were calculated as the mean of the regional strains across the entire LV for both modalities. Pearson correlation coefficients and Bland‐Altman analyses were used for comparisons. Intraclass correlation coefficients (ICC) were used to assess the inter‐ and intraobserver reproducibility of the 4DCT‐derived strains. Results The 4DCT‐derived regional strains correlated well with the CMR‐derived regional strains (: r = 0.76, p < 0.001; : r = 0.64, p < 0.001). A very strong correlation was found between 4DCT‐derived GCS and 4DCT‐derived EF ( r = −0.96; p < 0.001). The 4DCT‐derived strains were also highly reproducible, with very low inter‐ and intraobserver variability (intraclass correlation coefficients in the range of [0.92, 0.99]). Conclusions We have developed a novel method to estimate high‐resolution regional LV endocardial circumferential and longitudinal strains from 4DCT images. Except for the definition of the mitral valve and LV outflow tract planes, the method is completely user independent, thus yielding highly reproducible estimates of endocardial strain. The 4DCT‐derived strains correlated well with those estimated using a commercial CMR feature tracking software. The promising results reported in this study highlight the potential utility of 4DCT in the precise assessment of regional cardiac function for the management of cardiac disease.
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