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Machine learning in the prevention of heart failure. 预防心力衰竭的机器学习
IF 4.5 2区 医学 Q1 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2025-01-01 Epub Date: 2024-10-07 DOI: 10.1007/s10741-024-10448-0
Arsalan Hamid, Matthew W Segar, Biykem Bozkurt, Carlos Santos-Gallego, Vijay Nambi, Javed Butler, Michael E Hall, Marat Fudim

Heart failure (HF) is a global pandemic with a growing prevalence and is a growing burden on the healthcare system. Machine learning (ML) has the potential to revolutionize medicine and can be applied in many different forms to aid in the prevention of symptomatic HF (stage C). HF prevention currently has several challenges, specifically in the detection of pre-HF (stage B). HF events are missed in contemporary models, limited therapeutic options are proven to prevent HF, and the prevention of HF with preserved ejection is particularly lacking. ML has the potential to overcome these challenges through existing and future models. ML has limitations, but the many benefits of ML outweigh these limitations and risks in most scenarios. ML can be applied in HF prevention through various strategies such as refinement of incident HF risk prediction models, capturing diagnostic signs from available tests such as electrocardiograms, chest x-rays, or echocardiograms to identify structural/functional cardiac abnormalities suggestive of pre-HF (stage B HF), and interpretation of biomarkers and epigenetic data. Altogether, ML is able to expand the screening of individuals at risk for HF (stage A HF), identify populations with pre-HF (stage B HF), predict the risk of incident stage C HF events, and offer the ability to intervene early to prevent progression to or decline in stage C HF. In this narrative review, we discuss the methods by which ML is utilized in HF prevention, the benefits and pitfalls of ML in HF risk prediction, and the future directions.

心力衰竭(HF)是一种全球流行病,发病率越来越高,对医疗保健系统造成的负担也越来越重。机器学习(ML)具有彻底改变医学的潜力,可以以多种不同的形式应用于无症状心力衰竭(C 阶段)的预防。高血压预防目前面临着一些挑战,特别是在检测高血压前期(B 阶段)方面。在现代模型中,心房颤动事件被遗漏,经证实可预防心房颤动的治疗方案有限,尤其缺乏对射血功能保留的心房颤动的预防。通过现有和未来的模型,ML 有可能克服这些挑战。ML 有其局限性,但在大多数情况下,ML 的诸多益处超过了这些局限性和风险。ML 可通过各种策略应用于高血压预防,如完善高血压发病风险预测模型,从心电图、胸部 X 光片或超声心动图等现有检查中捕捉诊断征象,以确定提示高血压前期(B 期高血压)的心脏结构/功能异常,以及解读生物标志物和表观遗传学数据。总之,ML 能够扩大对高危人群(A 期高血压)的筛查范围,识别高血压前期(B 期高血压)人群,预测 C 期高血压事件的发生风险,并提供早期干预的能力,以防止进展为 C 期高血压或病情恶化。在这篇叙述性综述中,我们将讨论在高频预防中使用 ML 的方法、ML 在高频风险预测中的益处和缺陷以及未来的发展方向。
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引用次数: 0
Heart failure with reduced ejection fraction and chronic kidney disease: a focus on therapies and interventions. 射血分数降低型心力衰竭与慢性肾脏病:重点关注疗法和干预措施。
IF 4.5 2区 医学 Q1 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2025-01-01 Epub Date: 2024-10-18 DOI: 10.1007/s10741-024-10453-3
Hesham Salah Eldin Taha, Mohamed Momtaz, Ahmed Adel Elamragy, Omar Younis, Mera Alfred Sabet Fahim

In heart failure with reduced ejection fraction (HFrEF), the presence of concomitant chronic kidney disease (CKD) predicts poorer cardiovascular outcomes, more aggravated heart failure (HF) status, and higher mortality. Physicians might be reluctant to initiate life-saving anti-HF medications out of fear of worsening renal function and a higher incidence of adverse events. Moreover, international guidelines do not give clear recommendations on managing this subgroup of patients as well as advanced CKD was always an exclusion criterion in most major HF trials. Nevertheless, in this review, we will highlight several recent clinical trials and post-hoc analyses of major trials that showed the safety and efficacy of the different therapies in HFrEF patients with CKD, besides several small-scale cohorts that tested guideline-directed medical therapies in End Stage Kidney Disease (ESKD). Regarding interventions in this subgroup of patients, we will provide up-to-date data on implantable cardioverter defibrillators, cardiac resynchronization therapy, and coronary revascularization, in addition to mitral valve transcatheter edge-to-edge repair and implantable pulmonary artery pressure sensors.

在射血分数降低型心力衰竭(HFrEF)患者中,如果同时患有慢性肾脏疾病(CKD),则心血管预后较差,心力衰竭(HF)状况更严重,死亡率更高。由于担心肾功能恶化和不良事件发生率升高,医生可能不愿意开始使用救命的抗心衰药物。此外,由于晚期慢性肾功能衰竭一直是大多数主要心房颤动试验的排除标准,因此国际指南并未就如何管理这部分患者给出明确建议。尽管如此,在这篇综述中,我们将重点介绍最近的几项临床试验和对主要试验的事后分析,这些试验和分析表明了不同疗法对伴有 CKD 的 HFrEF 患者的安全性和有效性,此外,我们还将介绍几项小规模的队列研究,这些研究对终末期肾病(ESKD)的指导性医疗疗法进行了测试。关于该亚组患者的干预措施,我们将提供有关植入式心律转复除颤器、心脏再同步化疗法、冠状动脉血运重建以及二尖瓣经导管边缘对边缘修复和植入式肺动脉压力传感器的最新数据。
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引用次数: 0
The many faces of SCN5A pathogenic variants: from channelopathy to cardiomyopathy. SCN5A 致病变体的多面性:从通道病到心肌病。
IF 4.5 2区 医学 Q1 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2025-01-01 Epub Date: 2024-10-28 DOI: 10.1007/s10741-024-10459-x
Ioannis Vouloagkas, Andrea Agbariah, Thomas Zegkos, Thomas D Gossios, Georgios Tziomalos, Despoina Parcharidou, Matthaios Didagelos, Vasileios Kamperidis, Antonios Ziakas, Georgios K Efthimiadis

The SCN5A gene encodes the alpha subunit of the cardiac sodium channel, which plays a fundamental role in the generation and propagation of the action potential in the heart muscle. During the past years our knowledge concerning the function of the cardiac sodium channel and the diseases caused by mutations of the SCN5A gene has grown. Although initially SCN5A pathogenic variants were mainly associated with channelopathies, increasing recent evidence suggests an association with structural heart disease in the form of heart muscle disease. The pathways leading to a cardiomyopathic phenotype remain unclear and require further elucidation. The aim of the present review is to provide a concise summary regarding the mechanisms through which SCN5A pathogenic variants result in heart disease, focusing in cardiomyopathy, highlighting along the way the complex role of the SCN5A gene at the intersection of cardiac excitability and contraction networks.

SCN5A 基因编码心脏钠通道的α亚基,它在心肌动作电位的产生和传播过程中发挥着重要作用。在过去的几年中,我们对心脏钠通道的功能以及 SCN5A 基因突变引起的疾病有了更多的了解。虽然最初 SCN5A 致病变体主要与通道病有关,但最近越来越多的证据表明,它与以心肌病形式出现的结构性心脏病有关。导致心肌病表型的途径仍不清楚,需要进一步阐明。本综述旨在简明扼要地总结 SCN5A 致病变体导致心脏病的机制,重点是心肌病,同时强调 SCN5A 基因在心脏兴奋性和收缩网络交叉点上的复杂作用。
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引用次数: 0
Epicardial adipose tissue: a new link between type 2 diabetes and heart failure-a comprehensive review. 心外膜脂肪组织:2型糖尿病和心力衰竭之间的新联系——一项综合综述。
IF 4.5 2区 医学 Q1 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2024-12-27 DOI: 10.1007/s10741-024-10478-8
Si-Jia Zhang, Si-Wei Wang, Shi-Yu Liu, Ping Li, De-Lian Huang, Xi-Xi Zeng, Tian Lan, Ye-Ping Ruan, Hai-Jiao Shi, Xin Zhang

Diabetic cardiomyopathy is a unique cardiomyopathy that is common in diabetic patients, and it is also a diabetic complication for which no effective treatment is currently available. Moreover, relevant studies have revealed that a link exists between type 2 diabetes and heart failure and that abnormal thickening of EAT is inextricably linked to the development of diabetic heart failure. Numerous clinical studies have demonstrated that EAT is implicated in the pathophysiologic process of diabetic myocardial disease. In this overview, we will introduce the physiology, pathophysiology of the disease and potential therapeutic strategies, knowledge gaps, and future directions of the role of epicardial adipose tissue in type 2 diabetes mellitus and heart failure to promote the development of novel therapeutic approaches to improve the prognosis of patients with diabetic cardiomyopathy.

糖尿病性心肌病是糖尿病患者常见的一种独特的心肌病,也是目前尚无有效治疗方法的糖尿病并发症。此外,相关研究表明,2型糖尿病与心力衰竭之间存在联系,EAT异常增厚与糖尿病性心力衰竭的发生有着千丝万缕的联系。大量临床研究表明,EAT参与糖尿病心肌疾病的病理生理过程。在这篇综述中,我们将介绍该疾病的生理学、病理生理学和潜在的治疗策略、知识空白以及心外膜脂肪组织在2型糖尿病和心力衰竭中的作用的未来方向,以促进新的治疗方法的发展,改善糖尿病心肌病患者的预后。
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引用次数: 0
Exercise and cardiac rehabilitation after LVAD implantation. LVAD植入后的运动与心脏康复。
IF 4.5 2区 医学 Q1 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2024-12-27 DOI: 10.1007/s10741-024-10477-9
Emily Newman, Yevgeniy Brailovsky, Indranee Rajapreyar

Left ventricular assist devices (LVAD) have improved mortality and quality of life for patients with end-stage heart failure by providing an alternative to cardiac transplant or as a bridge to transplantation. The improvement in functional capacity however is minimal to modest depending on the right ventricular function, optimal hemodynamics on LVAD therapy, and comorbidities. There is improvement in submaximal exercise capacity but improvement in peak aerobic capacity is limited. Exercise capacity can be improved by referral to cardiac rehabilitation after LVAD implantation. Cardiac rehabilitation is safe and effective with improvement in functional capacity, and decrease in mortality and heart failure hospitalizations. Cardiopulmonary exercise testing (CPET) is a specialized exercise stress test that measures gas exchange during exercise to determine a variety of variables that have been shown to be predictive of mortality in patients undergoing cardiac transplant. CPET is valuable for prognostication and is a predictor of adverse outcomes, including right heart failure in the immediate post-LVAD implantation period, long-term mortality. CPET is an additional testing that can aid in the decision making for LVAD explantation or decommissioning.

左心室辅助装置(LVAD)通过提供心脏移植的替代方案或作为移植的桥梁,改善了终末期心力衰竭患者的死亡率和生活质量。然而,功能容量的改善是最小到适度的,这取决于右心室功能、LVAD治疗的最佳血流动力学和合并症。亚极限运动能力有改善,但峰值有氧运动能力的改善有限。LVAD植入后转介心脏康复可提高运动能力。心脏康复是安全有效的,功能能力的改善,死亡率和心力衰竭住院率的降低。心肺运动测试(CPET)是一种专门的运动压力测试,通过测量运动过程中的气体交换来确定各种变量,这些变量已被证明可以预测心脏移植患者的死亡率。CPET对预后有价值,是不良后果的预测指标,包括左心室辅助器植入后立即发生的右心衰,长期死亡率。CPET是一项额外的测试,可以帮助做出LVAD外植或退役的决定。
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引用次数: 0
Digital health as a tool for patient activation and improving quality of care for heart failure. 将数字医疗作为激活患者和提高心力衰竭护理质量的工具。
IF 4.5 2区 医学 Q1 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2024-11-01 Epub Date: 2024-09-06 DOI: 10.1007/s10741-024-10433-7
Aradhana Verma, Zahra Azizi, Alexander T Sandhu

The clinical and economic impact of heart failure (HF) is immense and will continue to rise due to the increasing prevalence of the disease. Despite the availability of guideline-recommended medications that improve mortality, reduce hospitalizations, and enhance quality of life, there are major gaps in the implementation of such care. Quality improvement interventions have generally focused on clinicians. While certain interventions have had modest success in improving the use of heart failure medications, they remain insufficient in optimizing HF care. Here, we discuss how patient-facing interventions can add value and supplement clinician-centered interventions. We discuss how digital health can be leveraged to create patient activation tools that create a larger, sustainable impact. Small studies have suggested the promise of digital tools for patient engagement and self-care, but there are also important barriers to the adoption of such interventions that we describe. We share key principles and strategies around the design and implementation of digital health innovations to maximize patient participation and engagement. By uniquely activating patients in their own care, digital health can unlock the full potential of both existing and new quality improvement initiatives to drive forward high-quality and equitable heart failure care.

心力衰竭(HF)对临床和经济的影响是巨大的,而且由于该病的发病率越来越高,其影响还将继续上升。尽管有指南推荐的药物可改善死亡率、减少住院次数并提高生活质量,但在实施此类护理方面仍存在很大差距。提高质量的干预措施一般以临床医生为重点。虽然某些干预措施在改善心衰药物使用方面略有成效,但仍不足以优化心衰护理。在此,我们将讨论面向患者的干预措施如何增加价值,并对以临床医生为中心的干预措施进行补充。我们还讨论了如何利用数字健康技术来创建患者激活工具,从而产生更大的、可持续的影响。一些小型研究表明,数字工具在促进患者参与和自我护理方面大有可为,但在采用此类干预措施方面也存在我们所描述的重要障碍。我们分享了数字医疗创新设计和实施的关键原则和策略,以最大限度地提高患者的参与度。通过独特的方式让患者参与到自己的护理中,数字医疗可以释放现有和新的质量改进措施的全部潜力,从而推动高质量和公平的心衰护理。
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引用次数: 0
Artificial intelligence and myocarditis-a systematic review of current applications. 人工智能与心肌炎--当前应用的系统回顾。
IF 4.5 2区 医学 Q1 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2024-11-01 Epub Date: 2024-08-14 DOI: 10.1007/s10741-024-10431-9
Paweł Marek Łajczak, Kamil Jóźwik

Myocarditis, marked by heart muscle inflammation, poses significant clinical challenges. This study, guided by PRISMA guidelines, explores the expanding role of artificial intelligence (AI) in myocarditis, aiming to consolidate current knowledge and guide future research. Following PRISMA guidelines, a systematic review was conducted across PubMed, Cochrane Reviews, Scopus, Embase, and Web of Science databases. MeSH terms including artificial intelligence, deep learning, machine learning, myocarditis, and inflammatory cardiomyopathy were used. Inclusion criteria involved original articles utilizing AI for myocarditis, while exclusion criteria eliminated reviews, editorials, and non-AI-focused studies. The search yielded 616 articles, with 42 meeting inclusion criteria after screening. The identified articles, spanning diagnostic, survival prediction, and molecular analysis aspects, were analyzed in each subsection. Diagnostic studies showcased the versatility of AI algorithms, achieving high accuracies in myocarditis detection. Survival prediction models exhibited robust discriminatory power, particularly in emergency settings and pediatric populations. Molecular analyses demonstrated AI's potential in deciphering complex immune interactions. This systematic review provides a comprehensive overview of AI applications in myocarditis, highlighting transformative potential in diagnostics, survival prediction, and molecular understanding. Collaborative efforts are crucial for overcoming limitations and realizing AI's full potential in improving myocarditis care.

心肌炎以心肌发炎为特征,给临床带来了巨大挑战。本研究以 PRISMA 指南为指导,探讨了人工智能(AI)在心肌炎中不断扩大的作用,旨在巩固现有知识并指导未来研究。根据 PRISMA 指南,我们在 PubMed、Cochrane Reviews、Scopus、Embase 和 Web of Science 数据库中进行了系统性综述。使用的 MeSH 术语包括人工智能、深度学习、机器学习、心肌炎和炎症性心肌病。纳入标准包括利用人工智能治疗心肌炎的原创文章,而排除标准则排除了综述、社论和非人工智能研究。搜索共获得 616 篇文章,经筛选后有 42 篇符合纳入标准。我们在每个小节中对已确定的文章进行了分析,这些文章涉及诊断、生存预测和分子分析等方面。诊断研究展示了人工智能算法的多功能性,在心肌炎检测方面达到了很高的准确率。生存预测模型表现出强大的判别能力,尤其是在急诊环境和儿科人群中。分子分析表明了人工智能在破译复杂的免疫相互作用方面的潜力。这篇系统综述全面概述了人工智能在心肌炎中的应用,强调了人工智能在诊断、生存预测和分子理解方面的变革潜力。要克服局限性并充分发挥人工智能在改善心肌炎治疗方面的潜力,合作努力至关重要。
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引用次数: 0
Embracing an era of targeted combination therapy for heart failure with preserved ejection fraction. 迎接射血分数保留型心力衰竭靶向综合疗法时代的到来。
IF 4.5 2区 医学 Q1 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2024-11-01 Epub Date: 2024-08-27 DOI: 10.1007/s10741-024-10432-8
Satoshi Shoji, Stephen J Greene, Robert J Mentz

The concept of quadruple therapy as a "one-size-fit-all" approach is effective among all eligible patients with heart failure with reduced ejection fraction, with consistent and significant clinical benefits including reduced mortality across various subgroups. However, with exception of sodium-glucose cotransporter 2 inhibitors, the consistency of benefit with therapies does not extend to patients with heart failure with preserved ejection fraction. The clinical benefits of other promising medical therapies, such as angiotensin receptor-neprilysin inhibitors, mineralocorticoid receptor antagonists, and glucagon-like peptide-1 receptor agonists, have been demonstrated only in certain phenotypes of the highly heterogenous heart failure with preserved ejection fraction population. This variability can confuse frontline practicing cardiologists, potentially leading to the under-implementation of these medications. Therefore, we propose a simple approach: "targeted" combination therapy. This strategy aims to optimize evidence-based medications in heart failure with preserved ejection fraction by tailoring treatments to specific subgroups within the heart failure with preserved ejection fraction population where significant benefits are most evident.

四联疗法作为一种 "放之四海而皆准 "的方法,对所有符合条件的射血分数降低型心力衰竭患者都有效,在不同的亚组中具有一致且显著的临床疗效,包括降低死亡率。然而,除了钠-葡萄糖共转运体 2 抑制剂外,其他疗法的持续获益并没有扩展到射血分数保留的心衰患者。血管紧张素受体-奈普利酶抑制剂、矿物质皮质激素受体拮抗剂和胰高血糖素样肽-1受体激动剂等其他有前景的药物疗法,仅在射血分数保留的高度异质性心力衰竭人群的某些表型中显示出临床疗效。这种差异性会使一线心脏病医生感到困惑,可能导致这些药物的使用不足。因此,我们提出了一种简单的方法:"靶向 "联合疗法。这一策略的目的是针对射血分数保留型心力衰竭患者中获益最明显的特定亚组,量身定制治疗方案,从而优化射血分数保留型心力衰竭患者的循证药物治疗。
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引用次数: 0
Treating heart failure by targeting the vagus nerve. 通过迷走神经治疗心力衰竭。
IF 4.5 2区 医学 Q1 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2024-11-01 Epub Date: 2024-08-09 DOI: 10.1007/s10741-024-10430-w
Francesco Gentile, Giulia Orlando, Sabrina Montuoro, Yu Fu Ferrari Chen, Vaughan Macefield, Claudio Passino, Alberto Giannoni, Michele Emdin

Increased sympathetic and reduced parasympathetic nerve activity is associated with disease progression and poor outcomes in patients with chronic heart failure. The demonstration that markers of autonomic imbalance and vagal dysfunction, such as reduced heart rate variability and baroreflex sensitivity, hold prognostic value in patients with chronic heart failure despite modern therapies encourages the research for neuromodulation strategies targeting the vagus nerve. However, the approaches tested so far have yielded inconclusive results. This review aims to summarize the current knowledge about the role of the parasympathetic nervous system in chronic heart failure, describing the pathophysiological background, the methods of assessment, and the rationale, limits, and future perspectives of parasympathetic stimulation either by drugs or bioelectronic devices.

交感神经活动增加和副交感神经活动减少与慢性心力衰竭患者的疾病进展和不良预后有关。尽管采用了现代疗法,但自律神经失衡和迷走神经功能障碍的标志物(如心率变异性和气压反射敏感性降低)在慢性心力衰竭患者中仍具有预后价值,这一事实鼓励了针对迷走神经的神经调节策略的研究。然而,迄今为止所测试的方法都没有得出结论。本综述旨在总结目前关于副交感神经系统在慢性心力衰竭中的作用的知识,描述病理生理学背景、评估方法以及通过药物或生物电子设备刺激副交感神经的原理、局限性和未来前景。
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引用次数: 0
The utility of urine sodium-guided diuresis during acute decompensated heart failure. 急性失代偿性心力衰竭期间尿钠指导性利尿的实用性。
IF 4.5 2区 医学 Q1 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2024-11-01 Epub Date: 2024-08-12 DOI: 10.1007/s10741-024-10424-8
Hasan K Siddiqi, Zachary L Cox, Lynne W Stevenson, Kevin Damman, Jozine M Ter Maaten, Brian Bales, Jin H Han, Juan B Ivey-Miranda, JoAnn Lindenfeld, Karen F Miller, Henry Ooi, Veena S Rao, Kelly Schlendorf, Alan B Storrow, Ryan Walsh, Jesse Wrenn, Jeffrey M Testani, Sean P Collins

Diuresis to achieve decongestion is a central aim of therapy in patients hospitalized for acute decompensated heart failure (ADHF). While multiple approaches have been tried to achieve adequate decongestion rapidly while minimizing adverse effects, no single diuretic strategy has shown superiority, and there is a paucity of data and guidelines to utilize in making these decisions. Observational cohort studies have shown associations between urine sodium excretion and outcomes after hospitalization for ADHF. Urine chemistries (urine sodium ± urine creatinine) may guide diuretic titration during ADHF, and multiple randomized clinical trials have been designed to compare a strategy of urine chemistry-guided diuresis to usual care. This review will summarize current literature for diuretic monitoring and titration strategies, outline evidence gaps, and describe the recently completed and ongoing clinical trials to address these gaps in patients with ADHF with a particular focus on the utility of urine sodium-guided strategies.

对急性失代偿性心力衰竭(ADHF)住院患者进行利尿治疗以达到减充血的目的是治疗的核心目标。虽然已经尝试了多种方法来迅速实现充分的减充血,同时将不良反应降至最低,但没有任何一种利尿策略显示出其优越性,而且在做出这些决定时可利用的数据和指南也很少。观察性队列研究显示,尿钠排泄与 ADHF 住院后的预后之间存在关联。尿液化学成分(尿钠和尿肌酐)可指导 ADHF 期间的利尿剂滴定,多项随机临床试验旨在比较尿液化学成分指导的利尿策略和常规护理。本综述将总结目前有关利尿剂监测和滴定策略的文献,概述证据差距,并介绍近期完成和正在进行的临床试验,以弥补 ADHF 患者的这些差距,尤其关注尿钠指导策略的效用。
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引用次数: 0
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Heart Failure Reviews
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