Orkild Benjamin A, Zenger Brian, Iyer Krithika, Rupp Lindsay C, Ibrahim Majd M, Khashani Atefeh G, Perez Maura D, Foote Markus D, Bergquist Jake A, Morris Alan K, Kim Jiwon J, Steinberg Benjamin A, Selzman Craig, Ratcliffe Mark B, MacLeod Rob S, Elhabian Shireen, Morgan Ashley E
Scientific Computing and Imaging Institute, University of Utah, Salt Lake City, UT, United States.
Department of Biomedical Engineering, University of Utah, Salt Lake City, UT, United States.
Front Physiol. 2022 Jun 2;13:908552. doi: 10.3389/fphys.2022.908552. eCollection 2022.
Myriad disorders cause right ventricular (RV) dilation and lead to tricuspid regurgitation (TR). Because the thin-walled, flexible RV is mechanically coupled to the pulmonary circulation and the left ventricular septum, it distorts with any disturbance in the cardiopulmonary system. TR, therefore, can result from pulmonary hypertension, left heart failure, or intrinsic RV dysfunction; but once it occurs, TR initiates a cycle of worsening RV volume overload, potentially progressing to right heart failure. Characteristic three-dimensional RV shape-changes from this process, and changes particular to individual TR causes, have not been defined in detail. Cardiac MRI was obtained in 6 healthy volunteers, 41 patients with ≥ moderate TR, and 31 control patients with cardiac disease without TR. The mean shape of each group was constructed using a three-dimensional statistical shape model via the particle-based shape modeling approach. Changes in shape were examined across pulmonary hypertension and congestive heart failure subgroups using principal component analysis (PCA). A logistic regression approach based on these PCA modes identified patients with TR using RV shape alone. Mean RV shape in patients with TR exhibited free wall bulging, narrowing of the base, and blunting of the RV apex compared to controls ( 0.05). Using four primary PCA modes, a logistic regression algorithm identified patients with TR correctly with 82% recall and 87% precision. In patients with pulmonary hypertension without TR, RV shape was narrower and more streamlined than in healthy volunteers. However, in RVs with TR and pulmonary hypertension, overall RV shape continued to demonstrate the free wall bulging characteristic of TR. In the subgroup of patients with congestive heart failure without TR, this intermediate state of RV muscular hypertrophy was not present. The multiple causes of TR examined in this study changed RV shape in similar ways. Logistic regression classification based on these shape changes reliably identified patients with TR regardless of etiology. Furthermore, pulmonary hypertension without TR had unique shape features, described here as the "well compensated" RV. These results suggest shape modeling as a promising tool for defining severity of RV disease and risk of decompensation, particularly in patients with pulmonary hypertension.
多种疾病可导致右心室(RV)扩张并引发三尖瓣反流(TR)。由于薄壁、柔韧的右心室与肺循环及左心室间隔存在机械耦合,心肺系统的任何紊乱都会使其发生变形。因此,TR可由肺动脉高压、左心衰竭或右心室固有功能障碍引起;但一旦发生,TR会引发右心室容量超负荷恶化的循环,有可能进展为右心衰竭。这一过程中右心室特征性的三维形状变化,以及特定TR病因所特有的变化,尚未得到详细界定。对6名健康志愿者、41名患有≥中度TR的患者以及31名患有心脏病但无TR的对照患者进行了心脏磁共振成像检查。通过基于粒子的形状建模方法,使用三维统计形状模型构建了每组的平均形状。使用主成分分析(PCA)检查了肺动脉高压和充血性心力衰竭亚组中的形状变化。基于这些PCA模式的逻辑回归方法仅通过右心室形状识别出患有TR的患者。与对照组相比,TR患者的右心室平均形状表现为游离壁膨出、基部变窄以及右心室尖部变钝(P<0.05)。使用四种主要的PCA模式,逻辑回归算法正确识别出患有TR的患者,召回率为82%,精确率为87%。在无TR的肺动脉高压患者中,右心室形状比健康志愿者更窄且更流线型。然而,在伴有TR和肺动脉高压的右心室中,整体右心室形状仍表现出TR的游离壁膨出特征。在无TR 的充血性心力衰竭患者亚组中,不存在右心室肌肉肥大的这种中间状态。本研究中检查的TR的多种病因以相似的方式改变了右心室形状。基于这些形状变化的逻辑回归分类能够可靠地识别出患有TR的患者,而不论其病因如何。此外,无TR的肺动脉高压具有独特的形状特征,在此被描述为“代偿良好”的右心室。这些结果表明,形状建模是一种很有前景的工具,可用于界定右心室疾病的严重程度和失代偿风险,尤其是在肺动脉高压患者中。