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Machine Learning Model for Predicting Risk Factors of Prolonged Length of Hospital Stay in Patients with Aortic Dissection: a Retrospective Clinical Study. 预测主动脉夹层患者住院时间延长风险因素的机器学习模型:一项回顾性临床研究。
IF 2.4 3区 医学 Q2 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2024-10-10 DOI: 10.1007/s12265-024-10565-z
Luo Li, Yihuan Chen, Hui Xie, Peng Zheng, Gaohang Mu, Qian Li, Haoyue Huang, Zhenya Shen

The length of hospital stay (LOS) is crucial for assessing medical service quality. This study aimed to develop machine learning models for predicting risk factors of prolonged LOS in patients with aortic dissection (AD). The data of 516 AD patients were obtained from the hospital's medical system, with 111 patients in the prolonged LOS (> 30 days) group based on three quarters of the LOS in the entire cohort. Given the screened variables and prediction models, the XGBoost model demonstrated superior predictive performance in identifying prolonged LOS, due to the highest area under the receiver operating characteristic curve, sensitivity, and F1-score in both subsets. The SHapley Additive exPlanation analysis indicated that high density lipoprotein cholesterol, alanine transaminase, systolic blood pressure, percentage of lymphocyte, and operation time were the top five risk factors associated with prolonged LOS. These findings have a guiding value for the clinical management of patients with AD.

住院时间(LOS)对于评估医疗服务质量至关重要。本研究旨在开发机器学习模型,以预测主动脉夹层(AD)患者住院时间延长的风险因素。研究人员从医院的医疗系统中获取了516名主动脉夹层患者的数据,根据整个队列中四分之三的LOS,将111名患者归入LOS延长(> 30天)组。考虑到筛选的变量和预测模型,XGBoost 模型在识别延长 LOS 方面表现出了更优越的预测性能,因为在两个子集中,XGBoost 模型的接收者操作特征曲线下面积、灵敏度和 F1 分数都是最高的。SHapley Additive exPlanation 分析表明,高密度脂蛋白胆固醇、丙氨酸转氨酶、收缩压、淋巴细胞百分比和手术时间是与 LOS 延长相关的五大风险因素。这些发现对 AD 患者的临床管理具有指导意义。
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引用次数: 0
Circulating Extracellular Vesicles from Heart Failure Patients Inhibit Human Cardiomyocyte Activities. 心衰患者的循环细胞外囊泡抑制人类心肌细胞的活动
IF 2.4 3区 医学 Q2 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2024-10-09 DOI: 10.1007/s12265-024-10571-1
Ke Zhen, Xiaojuan Wei, Zelun Zhi, Shiyu Shang, Shuyan Zhang, Yilu Xu, Xiaochuan Fu, Linjia Cheng, Jing Yao, Yue Li, Xia Chen, Pingsheng Liu, Hongchao Zhang

Extracellular vesicles (EVs) have been implicated in cardiac remodeling during heart failure (HF). However, the role of circulating EVs (CEVs) in the process of HF is poorly understood. To elucidate the molecular mechanism associated with CEVs in the context of HF, the proteome of 4D label-free EVs from plasma samples was identified. Among the identified proteins, 6 exhibited upregulation while 9 demonstrated downregulation in CEVs derived from HF patients (HCEVs) compared to healthy controls (NCEVs). Our results showed that up-regulated proteins mainly participate in the primary metabolic, glycerolipid metabolic processes, oxidation-reduction process, and inflammatory amplification. In contrast, the down-regulated proteins influenced cell development, differentiation, and proliferation. Compared to NCEVs, HCEVs significantly induced inflammation and triacylglycerol (TAG) accumulation in human cardiomyocytes (HCMs) in vitro. They also compromised their regenerative capacities, triggered endoplasmic reticulum (ER) stress and increased autophagy in HCMs. Further, HCEVs induced differentiation of human cardiac fibroblasts (HCFs), amplifying pro-inflammatory, and pro-fibrotic factors, and enhancing extracellular matrix deposition. Notably, HCEVs are also associated with an increase in the HF biomarker MMP9 within HCFs and demonstrate a negative correlation with autophagic flux. In conclusion, HCEVs appear pivotal in advancing HF via pathological cardiac remodeling.

细胞外囊泡(EVs)与心力衰竭(HF)过程中的心脏重塑有关。然而,人们对循环EVs(CEVs)在心力衰竭过程中的作用还知之甚少。为了阐明与高血脂中的CEVs相关的分子机制,研究人员对血浆样本中4D无标记EVs的蛋白质组进行了鉴定。在鉴定出的蛋白质中,与健康对照组(NCEVs)相比,6种蛋白质在高频患者(HCEVs)的CEVs中表现出上调,而9种则表现出下调。我们的研究结果表明,上调蛋白主要参与初级代谢、甘油脂代谢过程、氧化还原过程和炎症扩增。相反,下调的蛋白质则影响细胞的发育、分化和增殖。与 NCEVs 相比,HCEVs 在体外明显诱导人心肌细胞(HCMs)的炎症和三酰甘油(TAG)积累。它们还损害了人心肌细胞的再生能力,引发了内质网(ER)应激,增加了人心肌细胞的自噬。此外,HCEVs 还诱导人心脏成纤维细胞(HCFs)分化,扩大促炎症和促纤维化因子,并增强细胞外基质沉积。值得注意的是,HCEV 还与 HCF 内高频生物标志物 MMP9 的增加有关,并与自噬通量呈负相关。总之,HCEVs 似乎是通过病理性心脏重塑导致高房颤症恶化的关键因素。
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引用次数: 0
Induction of Controllable Vortical Flow in a Dual-Stenosis Aorta Model: A Replication of Disordered Eddies Flow in Aneurysms. 在双狭窄主动脉模型中诱导可控涡流:动脉瘤中无序涡流的再现。
IF 2.4 3区 医学 Q2 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2024-10-07 DOI: 10.1007/s12265-024-10566-y
Zhijie Wang, Zonghan Lyu, Jingfeng Jiang

This paper presents a two-stenosis aorta model mimicking vortical flow in vascular aneurysms. More specifically, we propose to virtually induce two adjacent stenoses in the abdominal aorta to develop various vortical flow zones post stenoses. Computational fluid dynamics (CFD) simulations were conducted for the virtual two-stenosis model based on physiological and anatomical data (i.e., diameters, flow rate waveforms) from adult rabbits. The virtual model includes adult rabbits' infra-renal portion of the aorta and iliac arteries. 3D CFD simulations in five different dual-stenosis configurations were performed using a commercial CFD package (FLUENT). In-house software assessed the evolution of flow vortices. Notably, spatial-temporally averaged wall shear stress (STA-WSS) and oscillatory shear index (OSI), the total volume of vortex flow, the number of vortices, and the phase-to-phase overlap of vortex flow within each region were evaluated. In all models, we found consistent patterns of the vortex flow parameters, indicating that the adjacent stenoses induced three different hemodynamic zones, namely, stable vortical flow (after the first stenosis), transient vortical flow (after the second stenosis), and unstable vortical flow (further distal to the second stenosis). Also, different degrees of flow disturbance can be achieved in these three zones. It is significant to note that, although the 'dual-stenosis' geometry is completely hypothetical, it allows us to create various vortical flows in consecutive vessel segments for the first time. As a result, if implemented as a pre-clinical model, the proposed two-stenosis model offers an attractive, tunable environment to investigate the interplays between subject-specific hemodynamics and vascular remodeling. This aspect remains in our future directions.

本文介绍了一种模拟血管动脉瘤涡流的双狭窄主动脉模型。更具体地说,我们建议在腹主动脉上虚拟诱发两个相邻的狭窄,以形成狭窄后的各种涡流区。根据成年兔子的生理和解剖数据(如直径、流速波形),对虚拟双狭窄模型进行了计算流体动力学(CFD)模拟。虚拟模型包括成年兔子的主动脉肾下部分和髂动脉。使用商用 CFD 软件包(FLUENT)对五种不同的双狭窄配置进行了三维 CFD 模拟。内部软件对流涡的演变进行了评估。值得注意的是,我们评估了空间-时间平均壁面剪切应力(STA-WSS)和振荡剪切指数(OSI)、涡流总体积、涡流数量以及每个区域内涡流的相位重叠。在所有模型中,我们都发现了涡流参数的一致模式,表明相邻狭窄诱发了三个不同的血流动力学区域,即稳定涡流(第一个狭窄后)、瞬时涡流(第二个狭窄后)和不稳定涡流(第二个狭窄远端)。此外,在这三个区域还可以实现不同程度的流动干扰。值得注意的是,尽管 "双狭窄 "的几何形状完全是假设的,但它首次允许我们在连续的血管段中产生各种涡流。因此,如果作为临床前模型来实施,所提出的双狭窄模型将为研究特定对象的血液动力学和血管重塑之间的相互作用提供一个有吸引力的、可调整的环境。这方面仍是我们未来的研究方向。
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引用次数: 0
4D-Flow MRI and Vector Ultrasound in the In-Vitro Evaluation of Surgical Aortic Heart Valves - a Pilot Study. 4D 流磁共振成像和矢量超声在手术主动脉瓣体外评估中的应用--一项试点研究。
IF 2.4 3区 医学 Q2 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2024-10-04 DOI: 10.1007/s12265-024-10564-0
Henrik Stephan, Linda Grefen, Dirk Clevert, Meike Onkes, Jin Ning, Nikolaus Thierfelder, Petra Mela, Christian Hagl, Adrian Curta, Maximilian Grab

Introduction: The aim of this study was the initial investigation of 4D-Flow MRI and Vector Ultrasound as novel imaging techniques in the in-vitro analysis of hemodynamics in anatomical models. Specifically, by looking at the hemodynamic performance of state-of-the-art surgical heart valves in a 3D-printed aortic arch.

Methods: The mock circulatory loop simulated physiological, pulsatile flow. Two mechanical and three biological aortic valves prostheses were compared in a 3D-printed aortic arch. 4D magnetic resonance imaging and vector flow Doppler ultrasound served as imaging methods. Hemodynamic parameters such as wall shear stress, flow velocities and pressure gradients were analyzed.

Results: The flow analysis revealed characteristic flow-patterns in the 3D-printed aortic arch. The blood-flow in the arch presented complex patterns, including the formation of helixes and vortices. Higher proximal peak velocities and lower flow volumes were found for biological valves.

Conclusion: The mock circulatory loop in combination with modern radiological imaging provides a sufficient basis for the hemodynamic comparison of aortic valves.

简介本研究的目的是初步研究 4D 流磁共振成像(4D-Flow MRI)和矢量超声(Vector Ultrasound)这两种新型成像技术在解剖模型体外血液动力学分析中的应用。具体来说,是通过观察最先进的外科心脏瓣膜在 3D 打印主动脉弓中的血液动力学性能:模拟循环回路模拟了生理搏动流。在 3D 打印主动脉弓中对两种机械主动脉瓣和三种生物主动脉瓣假体进行了比较。成像方法包括四维磁共振成像和矢量流多普勒超声。结果:结果:血流分析显示了三维打印主动脉弓的特征性血流模式。主动脉弓中的血流呈现出复杂的模式,包括螺旋和涡流的形成。生物瓣膜的近端峰值速度较高,流量较小:模拟循环回路结合现代放射成像技术为主动脉瓣的血液动力学比较提供了充分的依据。
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引用次数: 0
Past Trends and Future Directions of Cardiac Regenerative Medicine - A Systematic Analysis of Clinical Trial Registries. 心脏再生医学的过去趋势和未来方向--临床试验登记系统分析》。
IF 2.4 3区 医学 Q2 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2024-10-03 DOI: 10.1007/s12265-024-10563-1
Maaike Wulfse, Mats T Vervoorn, Jantijn J G J Amelink, Elisa M Ballan, Saskia C A de Jager, Joost P G Sluijter, Pieter A Doevendans, Peter-Paul M Zwetsloot, Niels P Van der Kaaij

Cell therapy, gene therapy, and tissue engineering have been explored as potential strategies to repair or regenerate damaged cardiac tissue. Despite the presence of encouraging preclinical data, clinical trials of regenerative cardiac therapies have yielded mixed results. Our study aimed to investigate the fate of all registered clinical trials within regenerative cardiac medicine, with the purpose of exploring the potential role of publication bias (or trial-completion bias), how published and unpublished research affects the field, and to draw lessons and recommendations for future clinical trials. In this analysis, we show that only a third of all registered trials has yielded results and that a significant number of trials are not completed. Furthermore, we identified significant heterogeneity in study design, study phase, funding, specific therapies used, primary outcome measures and methods of outcome assessment. These observations might hinder the successful translation of cardiac regenerative therapies into clinical practice.

细胞疗法、基因疗法和组织工程学已被视为修复或再生受损心脏组织的潜在策略。尽管有令人鼓舞的临床前数据,但再生心脏疗法的临床试验结果喜忧参半。我们的研究旨在调查再生心脏医学领域所有注册临床试验的命运,目的是探索发表偏倚(或试验完成偏倚)的潜在作用、已发表和未发表的研究对该领域的影响,并为未来的临床试验总结经验和提出建议。在这项分析中,我们发现在所有登记的试验中,只有三分之一取得了成果,而且还有大量试验尚未完成。此外,我们还发现在研究设计、研究阶段、资金来源、使用的具体疗法、主要结果测量和结果评估方法等方面存在明显的异质性。这些观察结果可能会阻碍心脏再生疗法成功转化为临床实践。
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引用次数: 0
Isolated Perfused Hearts for Cardiovascular Research: An Old Dog with New Tricks. 用于心血管研究的离体灌注心:老狗出新招
IF 4.6 3区 医学 Q2 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2024-10-01 Epub Date: 2024-05-08 DOI: 10.1007/s12265-024-10517-7
Tianshuo Yang, Zirui Liu, Songren Shu, Zhice Chen, Xiumeng Hua, Jiangping Song

In modern cardiovascular research, isolated perfused hearts have become cost-effective and highly reproducible tools to investigate the mechanisms of cardiovascular diseases (CVDs). Since they were first introduced in the nineteenth century, isolated perfused hearts have been extensively used for testing novel therapies, elucidating cardiac metabolic and electrophysiological activities, and modeling CVDs, including ischemic heart disease, arrhythmias, and hyperacute rejection. In recent years, ex vivo heart perfusion (EVHP) has shown potential in cardiac transplantation by allowing prolonged preservation and reconditioning of donor hearts. In this review, we summarize the evolution of the isolated perfused heart technique and its applications in cardiovascular research to help researchers comprehensively understand the capabilities of isolated heart models and provide guidance to use them to investigate various CVDs.

在现代心血管研究中,离体灌注心脏已成为研究心血管疾病(CVDs)机制的成本效益高、可重复性强的工具。自十九世纪首次引入以来,离体灌注心脏已被广泛用于测试新型疗法、阐明心脏代谢和电生理活动,以及建立包括缺血性心脏病、心律失常和急性排斥反应在内的心血管疾病模型。近年来,体外心脏灌注(EVHP)通过延长供体心脏的保存和修复时间,显示出在心脏移植中的潜力。在这篇综述中,我们总结了离体心脏灌注技术的演变及其在心血管研究中的应用,以帮助研究人员全面了解离体心脏模型的功能,并为使用它们研究各种心血管疾病提供指导。
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引用次数: 0
Differential Expression of mRNA in Peripheral Blood Mononuclear Cells May Predict Postoperative Atrial Fibrillation in Coronary Artery Bypass Surgery Patients. 外周血单核细胞中 mRNA 的差异表达可预测冠状动脉搭桥手术患者术后心房颤动的发生。
IF 4.6 3区 医学 Q2 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2024-10-01 Epub Date: 2024-07-15 DOI: 10.1007/s12265-024-10524-8
Mingqi Tan, Xiankun Liu, Lianqun Wang, Nan Jiang, Yunpeng Bai, Zhigang Guo

Postoperative Atrial Fibrillation (POAF) frequently follows Coronary Artery Bypass Grafting (CABG) surgery. This prospective study investigates genes linked to POAF in CABG patients, aiming to create a predictive model. Employing differential gene and methylation analyses, the study identified four genes (WARS2, CKAP2, CHI3L1, HSD17B6) associated with POAF. Preoperative plasma samples and clinical data were collected from 139 CABG patients, categorized into POAF (+) (43) and POAF (-) (96). Real-time quantitative PCR assessed gene expression, and a predictive model using the LASSO method demonstrated robust performance, with AUC values of 0.8895 in the training set and 0.7840 in the test set. This pioneering study integrates genomics and clinical data, suggesting WARS2, CKAP2, and CHI3L1 as potential indicators for POAF prediction.

冠状动脉旁路移植术(CABG)手术后经常会出现术后心房颤动(POAF)。这项前瞻性研究调查了与 CABG 患者 POAF 相关的基因,旨在建立一个预测模型。通过差异基因和甲基化分析,该研究确定了与 POAF 相关的四个基因(WARS2、CKAP2、CHI3L1、HSD17B6)。研究人员收集了 139 名 CABG 患者的术前血浆样本和临床数据,将其分为 POAF(+)(43 例)和 POAF(-)(96 例)。实时定量 PCR 对基因表达进行了评估,使用 LASSO 方法建立的预测模型表现出强劲的性能,训练集的 AUC 值为 0.8895,测试集的 AUC 值为 0.7840。这项开创性的研究整合了基因组学和临床数据,提示WARS2、CKAP2和CHI3L1是预测POAF的潜在指标。
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引用次数: 0
A Novel Prediction Model for Post-TAVI MACCE Based on Extracellular Vesicles Concentration Analysis. 基于细胞外囊泡浓度分析的新型 TAVI 术后 MACCE 预测模型
IF 2.4 3区 医学 Q2 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2024-10-01 Epub Date: 2024-07-19 DOI: 10.1007/s12265-024-10538-2
Shuqin Liu, Michail Spanos, Jing Wang, Junjie Xiao
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引用次数: 0
Pentraxin 3 in Myocarditis: Proof-of-Principle Assessment as a Diagnostic and Prognostic Biomarker. 心肌炎中的五毒素 3:作为诊断和预后生物标志物的原理性评估
IF 4.6 3区 医学 Q2 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2024-10-01 Epub Date: 2024-03-28 DOI: 10.1007/s12265-024-10506-w
Andrea Villatore, Antonella Monno, Clara Sciorati, Patrizia Rovere-Querini, Simone Sala, Davide Carino, Michele De Bonis, Domenico Cianflone, Angelo A Manfredi, Giovanni Peretto

Pentraxin 3 (PTX3) is an acute phase protein produced in various tissues in response to microbial and sterile stimuli, which regulates the inflammation outcomes. PTX3 has not been investigated in myocarditis. Our aim was to assess circulating and cardiac tissue expression of PTX3 in 55 patients with myocarditis proven by magnetic resonance and/or endomyocardial biopsy. A major proportion of patients with myocarditis displayed significantly increased plasma PTX3 levels as compared with controls (26/30 vs. 0/10), with higher diagnostic yield than conventional biomarkers in the study group. Cardiac tissue analysis revealed PTX3 expression in all patients (40/40), with viral myocarditis exhibiting higher signal intensity than autoimmune myocarditis, and with a predominant localization in cardiomyocytes. Abnormal plasma PTX3 was associated with systolic dysfunction and heart failure at presentation. Interestingly, patients who recovered by 12 months had higher baseline PTX3 levels. Our preliminary data support the potential use of PTX3 as a biomarker in myocarditis.

五胜肽 3(PTX3)是各种组织在微生物和无菌刺激下产生的一种急性期蛋白,可调节炎症结果。目前尚未研究过 PTX3 在心肌炎中的作用。我们的目的是评估 55 例经磁共振和/或心内膜活检证实的心肌炎患者循环和心脏组织中 PTX3 的表达。与对照组相比,大部分心肌炎患者的血浆 PTX3 水平明显升高(26/30 对 0/10),研究组的诊断率高于常规生物标志物。心脏组织分析显示,所有患者(40/40)均有 PTX3 表达,病毒性心肌炎的信号强度高于自身免疫性心肌炎,且主要定位于心肌细胞。血浆 PTX3 异常与发病时的收缩功能障碍和心力衰竭有关。有趣的是,12 个月后痊愈的患者的 PTX3 基线水平较高。我们的初步数据支持将 PTX3 用作心肌炎的潜在生物标志物。
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引用次数: 0
Increased Expression of Inactive Rhomboid Protein 2 in Circulating Monocytes after Acute Myocardial Infarction. 急性心肌梗死后循环单核细胞中的非活性Rhomboid蛋白2表达增加
IF 4.6 3区 医学 Q2 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2024-10-01 Epub Date: 2024-05-14 DOI: 10.1007/s12265-024-10519-5
Phillip van Dijck, Carmen Hannemann, Henryk Dreger, Verena Stangl, Karl Stangl, Antje Ludwig, Bernd Hewing

Increased TNF-α levels following acute myocardial infarction (AMI) contribute to impaired recovery of myocardial function. Interaction of inactive rhomboid protein 2 (iRhom2) with TNF-α converting enzyme (TACE) is required for TNF-α shedding from immune cells. We hypothesized that iRhom2 expression increases in circulating monocytes following AMI. Transcript levels of iRhom2, TACE and TNF-α were evaluated by quantitative real-time PCR in isolated monocytes of 50 AMI patients at admission (d1) and 3 days (d3) after. We observed a significant increase in levels of iRhom2 mRNA expression in monocytes between d1-3, while TNF-α and TACE mRNA expression remained unchanged. At d3, iRhom2 mRNA expression positively correlated with levels of intermediate monocytes or serum TNF-α, and negatively with LV systolic function. iRhom2 may contribute to regulation of post-infarction inflammation and is associated with LV dysfunction following AMI. iRhom2 modulation should be evaluated as a potential therapeutic strategy to attenuate cardiac remodeling following AMI.

急性心肌梗死(AMI)后TNF-α水平升高会导致心肌功能恢复受损。非活性荷瘤蛋白2(iRhom2)与TNF-α转换酶(TACE)的相互作用是TNF-α从免疫细胞脱落的必要条件。我们假设 AMI 后循环单核细胞中 iRhom2 的表达会增加。我们通过实时定量 PCR 评估了 50 名 AMI 患者入院时(d1)和入院后 3 天(d3)分离的单核细胞中 iRhom2、TACE 和 TNF-α 的转录水平。我们观察到 iRhom2 mRNA 表达水平在 d1-3 天之间明显增加,而 TNF-α 和 TACE mRNA 表达水平保持不变。在第3天,iRhom2 mRNA表达与中间单核细胞或血清TNF-α水平呈正相关,与左心室收缩功能呈负相关。iRhom2可能有助于调节梗死后炎症,并与急性心肌梗死后左心室功能障碍有关。
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引用次数: 0
期刊
Journal of Cardiovascular Translational Research
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