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对右心室进行深度表型分析,建立转化 MRI 生物标志物,以表征肺动脉高压中的适应性和失代偿状态。

Deep phenotyping the right ventricle to establish translational MRI biomarkers for characterization of adaptive and maladaptive states in pulmonary hypertension.

机构信息

National Heart and Lung Institute, Faculty of Medicine, Imperial College London, Hammersmith Hospital, London, UK.

Biological Imaging Centre, Imperial College London, Hammersmith Hospital, London, UK.

出版信息

Sci Rep. 2024 Nov 30;14(1):29774. doi: 10.1038/s41598-024-79029-3.

DOI:10.1038/s41598-024-79029-3
PMID:39616208
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC11608234/
Abstract

Deep phenotyping the right ventricle (RV) is essential for understanding the mechanisms of adaptive and maladaptive RV responses to pulmonary hypertension (PH). In this study, feature selection coupled with machine learning classification/ranking of specific cardiac magnetic resonance imaging (MRI) features from cine-MRI, flow-sensitized, and extracellular-volume techniques were used to assess RV remodelling in monocrotaline (MCT) and Sugen hypoxia (SuHx) PH rats. Early physiological changes associated with RV adaptation were detected along with prediction of RV maladaptive outcomes. Key adaptation features included haemodynamic alterations of pulmonary blood flow ejection and wave reflection, mild RV dilatation, progressive RV hypertrophy with subtle extracellular volume growth of RV wall. A dominant component of maladaptation was the extracellular matrix increase at RV insertion points and septum, observations compatible with histopathologic and RNA-sequencing results. The upregulation of mammalian target of rapamycin (mTOR) paralleled by AMP-activated protein kinase (AMPK) deactivation was seen at 4-week MCT and 8-week SuHx, along with reduced sarcoplasmic/endoplasmic reticulum CaATPase (SERCA2) expression, strongly associated with the RV systolic malfunction seen at this stage in vivo. The here established MRI features can serve as potential imaging biomarkers to evaluate PH treatment efficacy in preclinical studies and build up translational markers for the PH clinic.

摘要

深入表型分析右心室(RV)对于理解肺动脉高压(PH)适应性和失调性 RV 反应的机制至关重要。在这项研究中,我们使用特征选择结合机器学习对电影磁共振成像(cine-MRI)、流动敏感和细胞外容积技术中的特定心脏磁共振成像(MRI)特征进行分类/排序,以评估单克隆毒素(MCT)和苏根缺氧(SuHx)PH 大鼠的 RV 重塑。检测到与 RV 适应性相关的早期生理变化,并预测 RV 失调结局。关键的适应性特征包括肺血流射血和波反射的血液动力学改变、轻度 RV 扩张、RV 壁的渐进性 RV 肥厚和细微的细胞外容积生长。适应性失调的主要因素是 RV 插入点和间隔的细胞外基质增加,这与组织病理学和 RNA 测序结果一致。在 4 周的 MCT 和 8 周的 SuHx 中,哺乳动物雷帕霉素靶蛋白(mTOR)的上调伴随着 AMP 激活蛋白激酶(AMPK)的失活,同时肌浆网/内质网 CaATP 酶(SERCA2)的表达减少,与体内这一阶段 RV 收缩功能障碍密切相关。这里建立的 MRI 特征可以作为潜在的影像学生物标志物,用于评估临床前研究中的 PH 治疗效果,并为 PH 临床建立转化标志物。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c6e4/11608234/08d67a5836c4/41598_2024_79029_Fig8_HTML.jpg
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https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c6e4/11608234/225220fdcf94/41598_2024_79029_Fig5_HTML.jpg
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https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c6e4/11608234/210a7702adce/41598_2024_79029_Fig7_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c6e4/11608234/08d67a5836c4/41598_2024_79029_Fig8_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c6e4/11608234/e4b6d9bd1461/41598_2024_79029_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c6e4/11608234/43f558c1eb49/41598_2024_79029_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c6e4/11608234/5564781cb156/41598_2024_79029_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c6e4/11608234/c0a8244a9ba6/41598_2024_79029_Fig4_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c6e4/11608234/225220fdcf94/41598_2024_79029_Fig5_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c6e4/11608234/d12fbe2fa0f2/41598_2024_79029_Fig6_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c6e4/11608234/210a7702adce/41598_2024_79029_Fig7_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c6e4/11608234/08d67a5836c4/41598_2024_79029_Fig8_HTML.jpg

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