背景:高血压性心脏病(HHD)的患病率很高,目前没有简单的方法可以检测早期HHD。探索使用心脏磁共振(CMR)非增强电影序列的影像组学在诊断HHD和高血压引起的潜在心脏变化中的应用。
方法:132例接受CMR扫描的患者分为:HHD(42),心脏结构和功能正常的高血压(HWN)组(46),和正常对照(NOR)组(44)。将CMR短轴电影序列图像的舒张末期(ED)和收缩末期(ES)阶段的心肌区域分割为感兴趣区域(ROI)。三个特征子集(ED,ES,和ED结合ES)是在放射学最小绝对收缩和选择算子特征选择后建立的。使用随机森林(RF)建立了9个放射学模型,支持向量机(SVM),天真的贝叶斯。使用接收器工作特性曲线分析了模型性能,以及准确性等指标,曲线下面积(AUC),精度,召回,和特异性。
结果:特征子集包括一阶,形状,和纹理特征。ED与ES相结合的SVM达到了最高的精度(0.833),宏观平均AUC为0.941。HHD的AUC,HWN,和NOR鉴定分别为0.967、0.876和0.963。精度分别为0.972、0.740和0.826;召回分别为0.833、0.804和0.863;特异性分别为0.989、0.863和0.909。
结论:使用CMR非增强电影序列的Radiomics技术可以检测由于高血压引起的早期心脏变化。它有望用于筛查早期HHD的潜在心脏损害。
BACKGROUND: The prevalence of hypertensive heart disease (HHD) is high and there is currently no easy way to detect early HHD. Explore the application of radiomics using cardiac magnetic resonance (CMR) non-enhanced cine sequences in diagnosing HHD and latent cardiac changes caused by hypertension.
METHODS: 132 patients who underwent CMR scanning were divided into groups: HHD (42), hypertension with normal cardiac structure and function (HWN) group (46), and normal control (NOR) group (44). Myocardial regions of the end-diastolic (ED) and end-systolic (ES) phases of the CMR short-axis cine sequence images were segmented into regions of interest (ROI). Three feature subsets (ED, ES, and ED combined with ES) were established after radiomic least absolute shrinkage and selection operator feature selection. Nine radiomic models were built using random forest (RF), support vector machine (SVM), and naive Bayes. Model performance was analyzed using receiver operating characteristic curves, and metrics like accuracy, area under the curve (AUC), precision, recall, and specificity.
RESULTS: The feature subsets included first-order, shape, and texture features. SVM of ED combined with ES achieved the highest accuracy (0.833), with a macro-average AUC of 0.941. AUCs for HHD, HWN, and NOR identification were 0.967, 0.876, and 0.963, respectively. Precisions were 0.972, 0.740, and 0.826; recalls were 0.833, 0.804, and 0.863, respectively; and specificities were 0.989, 0.863, and 0.909, respectively.
CONCLUSIONS: Radiomics technology using CMR non-enhanced cine sequences can detect early cardiac changes due to hypertension. It holds promise for future use in screening for latent cardiac damage in early HHD.