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Artificial intelligence-enhanced echocardiography in cardiovascular disease management 人工智能增强超声心动图在心血管疾病管理中的应用
IF 49.6 1区 医学 Q1 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2025-08-05 DOI: 10.1038/s41569-025-01197-0
Peder L. Myhre, Bjørnar Grenne, Federico M. Asch, Victoria Delgado, Rohan Khera, Stéphane Lafitte, Roberto M. Lang, Patricia A. Pellikka, Partho P. Sengupta, Sreekanth Vemulapalli, Carolyn S. P. Lam

Artificial intelligence (AI) is transforming echocardiography, ushering in an era of improved diagnostic precision, efficiency and patient care. In this Review, we present an in-depth exploration of AI applications in echocardiography, highlighting the latest advances, practical implementations and future directions. We discuss the integration of AI throughout the echocardiographic workflow, from image acquisition and analysis to interpretation. We outline the potential of AI to automate routine measurements and calculations, enable task shifting, recognize disease-specific patterns and uncover new phenogroups that might surpass current diagnostic classifications. Moreover, we address the aspects needed to create trustworthy AI systems, through careful validation, navigating regulatory requirements and upholding ethical standards, thereby presenting a balanced perspective on the advantages and limitations of this rapidly evolving technology. Through an examination of current AI applications, clinical studies and technological breakthroughs, we offer a comprehensive understanding of the evolving role of AI in the future of echocardiography and its capacity to advance cardiovascular care, while also acknowledging the current limitations of the widespread clinical implementation of AI-supported echocardiography.

人工智能(AI)正在改变超声心动图,开创了一个提高诊断精度、效率和患者护理的时代。本文对人工智能在超声心动图中的应用进行了深入的探讨,重点介绍了人工智能在超声心动图中的最新进展、实际应用和未来发展方向。我们将讨论人工智能在超声心动图工作流程中的集成,从图像采集和分析到解释。我们概述了人工智能在自动化常规测量和计算、实现任务转移、识别疾病特定模式和发现可能超越当前诊断分类的新表型组方面的潜力。此外,我们通过仔细验证、遵循监管要求和坚持道德标准,解决了创建值得信赖的人工智能系统所需的各个方面,从而对这种快速发展的技术的优势和局限性提出了平衡的观点。通过对当前人工智能应用、临床研究和技术突破的研究,我们全面了解了人工智能在超声心动图的未来发展中的作用及其推进心血管护理的能力,同时也承认了人工智能支持的超声心动图在临床广泛应用的局限性。
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引用次数: 0
Coronary CT angiography evaluation with artificial intelligence for individualized medical treatment of atherosclerosis: a Consensus Statement from the QCI Study Group 冠状动脉CT血管造影评价与人工智能对动脉粥样硬化个体化治疗:来自QCI研究组的共识声明
IF 44.2 1区 医学 Q1 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2025-08-01 DOI: 10.1038/s41569-025-01191-6
Kenrick Schulze, Anne-Marieke Stantien, Michelle C. Williams, Vassilios S. Vassiliou, Andreas A. Giannopoulos, Koen Nieman, Pál Maurovich-Horvat, Jason M. Tarkin, Rozemarijn Vliegenthart, Jonathan Weir-McCall, Mahmoud Mohamed, Bernhard Föllmer, Federico Biavati, Ann-Christine Stahl, Jakob Knape, Hanna Balogh, Nicola Galea, Ivana Išgum, Armin Arbab-Zadeh, Hatem Alkadhi, Robert Manka, David A. Wood, Edward D. Nicol, Nick S. Nurmohamed, Fabrice M. A. C. Martens, Damini Dey, David E. Newby, Marc Dewey
Coronary CT angiography is widely implemented, with an estimated 2.2 million procedures in patients with stable chest pain every year in Europe alone. In parallel, artificial intelligence and machine learning are poised to transform coronary atherosclerotic plaque evaluation by improving reliability and speed. However, little is known about how to use coronary atherosclerosis imaging biomarkers to individualize recommendations for medical treatment. This Consensus Statement from the Quantitative Cardiovascular Imaging (QCI) Study Group outlines key recommendations derived from a three-step Delphi process that took place after the third international QCI Study Group meeting in September 2024. Experts from various fields of cardiovascular imaging agreed on the use of age-adjusted and gender-adjusted percentile curves, based on coronary plaque data from the DISCHARGE and SCOT-HEART trials. Two key issues were addressed: the need to harness the reliability and precision of artificial intelligence and machine learning tools and to tailor treatment on the basis of individualized plaque analysis. The QCI Study Group recommends that the presence of any atherosclerotic plaque should lead to a recommendation of pharmacological treatment, whereas the 70th percentile of total plaque volume warrants high-intensity treatment. The aim of these recommendations is to lay the groundwork for future trials and to unlock the potential of coronary CT angiography to improve patient outcomes globally. This expert Consensus Statement from the Quantitative Cardiovascular Imaging Study Group provides evidence-based recommendations for integrating coronary CT angiography and artificial intelligence-supported evaluation of atherosclerotic plaque in patients with stable chest pain. The authors aim to harness the reliability and precision of artificial intelligence to individualize treatment based on atherosclerotic plaque analysis.
冠状动脉CT血管造影被广泛应用,仅在欧洲,每年估计有220万例稳定胸痛患者接受了冠状动脉CT血管造影。同时,人工智能和机器学习有望通过提高可靠性和速度来改变冠状动脉粥样硬化斑块的评估。然而,对于如何使用冠状动脉粥样硬化成像生物标志物来个性化推荐药物治疗,人们知之甚少。本共识声明来自定量心血管成像(QCI)研究小组,概述了在2024年9月第三次国际QCI研究小组会议后进行的三步德尔菲过程中得出的关键建议。来自不同心血管成像领域的专家一致同意使用年龄调整和性别调整的百分位曲线,基于来自DISCHARGE和SCOT-HEART试验的冠状动脉斑块数据。解决了两个关键问题:需要利用人工智能和机器学习工具的可靠性和精确性,并在个性化斑块分析的基础上定制治疗。QCI研究小组建议,任何动脉粥样硬化斑块的存在都应推荐药物治疗,而斑块总体积的70百分位数需要高强度治疗。这些建议的目的是为未来的试验奠定基础,并释放冠状动脉CT血管造影的潜力,以改善全球患者的预后。
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引用次数: 0
Cardiovascular–kidney–metabolic syndrome and MASLD: integrating medical perspectives 心血管-肾-代谢综合征与MASLD:整合医学观点
IF 44.2 1区 医学 Q1 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2025-07-31 DOI: 10.1038/s41569-025-01199-y
Xiao-Dong Zhou, Ming-Hua Zheng
Xiao-Dong Zhou and Ming-Hua Zheng discuss how Gerald Reaven’s 1988 Banting Lecture laid the groundwork for what we now call metabolic syndrome and reshaped our understanding of metabolic disease.
周晓东和郑明华讨论Gerald Reaven 1988年班廷讲座如何为我们现在所说的代谢综合征奠定基础,并重塑我们对代谢性疾病的理解。
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引用次数: 0
CD40–CD40L: a milestone in the recognition of atherosclerosis as an immune disease CD40-CD40L:认识到动脉粥样硬化是一种免疫疾病的里程碑
IF 44.2 1区 医学 Q1 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2025-07-28 DOI: 10.1038/s41569-025-01198-z
Leonardo Martin, Guido R. Y. De Meyer
Leonardo Martin and Guido De Meyer highlight the study that showed that blocking CD40–CD40L signalling could reduce atherosclerosis in mice in vivo.
Leonardo Martin和Guido De Meyer强调了一项研究,该研究表明阻断CD40-CD40L信号可以减少小鼠体内的动脉粥样硬化。
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引用次数: 0
Heart failure and obesity: novel insights leading to new treatment paradigms 心力衰竭和肥胖:新的见解导致新的治疗范例
IF 44.2 1区 医学 Q1 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2025-07-28 DOI: 10.1038/s41569-025-01190-7
Laura M. G. Meems, Dirk J. van Veldhuisen, Naveed Sattar, Matthew M. Y. Lee
Heart failure (HF) and obesity place a substantial burden on health-care systems worldwide. Obesity is associated with an estimated 5–7% increase in the incidence of new-onset HF for each unit increase in body mass index. This obesity-associated risk is more pronounced for HF with preserved ejection fraction than for HF with reduced ejection fraction. The relationship between HF and obesity has historically been underrecognized. However, because of the development of weight-loss drugs with beneficial effects on outcomes in patients with HF with preserved ejection fraction, this link is now clear. In this Review, we provide a summary of the effects of obesity on the development of HF, exploring the epidemiology and potential pathophysiological mechanisms linking these two conditions. We also discuss management strategies, including lifestyle interventions and novel pharmaceutical approaches. This Review adds an impetus to all practitioners of cardiovascular medicine, especially specialists in HF, to become well-versed in obesity management and underscores the need for further research on the effects of intentional weight loss in various cardiovascular conditions. Heart failure (HF) and obesity are growing global health problems, and excess body weight is associated with an increased risk of HF across the spectrum of left ventricular ejection fraction. In this Review, Meems et al. explore the pathophysiological mechanisms linking these two conditions and how management strategies targeting obesity could also improve HF-related outcomes.
心力衰竭和肥胖给世界各地的卫生保健系统带来了沉重负担。肥胖与体重指数每增加一个单位,新发心衰的发病率估计增加5-7%有关。这种与肥胖相关的风险在射血分数保持不变的HF中比在射血分数降低的HF中更为明显。心衰与肥胖之间的关系历来未得到充分认识。然而,由于减肥药的发展对保留射血分数的心衰患者的预后有有益的影响,这种联系现在是明确的。在这篇综述中,我们综述了肥胖对HF发展的影响,探讨了这两种疾病之间的流行病学和潜在的病理生理机制。我们还讨论了管理策略,包括生活方式干预和新的药物方法。这篇综述促使所有心血管医学从业者,特别是心衰专家,精通肥胖管理,并强调需要进一步研究各种心血管疾病中有意减肥的影响。
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引用次数: 0
European guidelines for hypertension in 2024: a comparison of key recommendations for clinical practice 2024年欧洲高血压指南:临床实践关键建议的比较
IF 44.2 1区 医学 Q1 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2025-07-21 DOI: 10.1038/s41569-025-01187-2
Lucas Lauder, Thomas Weber, Michael Böhm, Sofie Brouwers, Rosa Maria Bruno, Eva Gerdts, Reinhold Kreutz, Thomas F. Lüscher, Giuseppe Mancia, John William McEvoy, Richard J. McManus, Mpiko Ntsekhe, Gianfranco Parati, Atul Pathak, Rosa de Pinho, Kazem Rahimi, Pantelis Sarafidis, Aletta E. Schutte, Bryan Williams, Rhian M. Touyz, Felix Mahfoud
Hypertension is the most prevalent modifiable risk factor for cardiovascular disease and for cardiovascular and all-cause mortality globally. Suboptimal control of elevated blood pressure places a substantial burden on health-care systems worldwide. Several factors contribute to this suboptimal control, such as limited awareness of hypertension, lack of appropriate diagnosis and poor control of blood pressure among those with a diagnosis. These factors can be due to patient non-adherence to treatment, inertia among health-care professionals and low uptake and implementation of clinical guideline recommendations. From 2003 to 2018, the European Society of Hypertension and the European Society of Cardiology jointly published four sets of guidelines on hypertension. However, the two societies released separate guidelines on hypertension in 2023 and 2024, respectively. These two sets of European guidelines agree on most recommendations, but some differences have been identified. In this Expert Recommendation, we highlight the key consensus recommendations from the two guidelines; compare differing approaches to the definition, classification, diagnosis and treatment of hypertension; and aim to help health-care professionals in their decision-making to improve the management of hypertension and to reduce the burden of hypertension-associated outcomes and premature deaths. In this Expert Recommendation, Lauder and colleagues compare the latest European Society of Cardiology and European Society of Hypertension guidelines on hypertension, highlight the key consensus recommendations and compare differing approaches to definitions, classification, diagnosis and treatment, with the aim to help health-care professionals in their decision-making to improve the management of hypertension.
高血压是全球心血管疾病以及心血管和全因死亡率最普遍的可改变危险因素。高血压控制不理想给世界各地的卫生保健系统带来了沉重负担。有几个因素导致了这种次优控制,例如对高血压的认识有限,缺乏适当的诊断以及诊断者血压控制不良。这些因素可能是由于患者不坚持治疗、卫生保健专业人员的惰性以及临床指南建议的接受和执行程度低。2003年至2018年,欧洲高血压学会和欧洲心脏病学会联合发布了四套高血压指南。然而,这两个协会分别在2023年和2024年发布了单独的高血压指南。这两套欧洲指南在大多数建议上是一致的,但也发现了一些差异。在本专家建议中,我们强调了两份指南中的关键共识建议;比较不同方法对高血压的定义、分类、诊断和治疗;旨在帮助卫生保健专业人员做出决策,以改善高血压的管理,减轻高血压相关后果和过早死亡的负担。
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引用次数: 0
Regulatory T cells protect the heart in hypertrophic cardiomyopathy 调节性T细胞在肥厚性心肌病中保护心脏
IF 44.2 1区 医学 Q1 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2025-07-21 DOI: 10.1038/s41569-025-01196-1
Irene Fernández-Ruiz
Immune cells contribute to pathological remodelling in hypertrophic cardiomyopathy but regulatory T cells in particular can attenuate cardiac fibrosis and systolic dysfunction through their immunosuppressive properties, according to a new study.
根据一项新的研究,免疫细胞有助于肥厚性心肌病的病理重塑,但调节性T细胞尤其可以通过其免疫抑制特性减轻心脏纤维化和收缩功能障碍。
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引用次数: 0
Metabolites matter for gut microbiota as a modifiable risk factor in cardiovascular diseases 代谢产物对肠道微生物群的影响是心血管疾病的可改变危险因素
IF 44.2 1区 医学 Q1 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2025-07-18 DOI: 10.1038/s41569-025-01193-4
Seyed Soheil Saeedi Saravi
Seyed Soheil Saeedi Saravi discusses the seminal study that linked a gut microbial metabolite to atherosclerotic cardiovascular disease and opened the way to mechanistic studies assessing how the gut microbiota influences host cardiovascular health.
Seyed Soheil Saeedi Saravi讨论了将肠道微生物代谢物与动脉粥样硬化性心血管疾病联系起来的开创性研究,并为评估肠道微生物群如何影响宿主心血管健康的机制研究开辟了道路。
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引用次数: 0
Myocardial infarction, stroke and arterial stenosis: time to reassess a major misunderstanding 心肌梗死、中风和动脉狭窄:是时候重新评估一个重大误解了
IF 44.2 1区 医学 Q1 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2025-07-18 DOI: 10.1038/s41569-025-01186-3
Luca Saba, Peter Libby
A misconception persisting among the scientific and clinical communities relates to the correlation between arterial stenosis and acute ischaemic events, including myocardial infarction and cerebral stroke. This Perspective article challenges the approach that most of the current guidelines codify, which is based on the concept that occlusive arterial stenosis generally provokes ischaemic events. We highlight the mechanistic differences between chronic or inducible ischaemia caused by flow-limiting stenoses and acute thrombotic events and question the traditional reliance on stenosis grading as a biomarker for therapeutic decision-making that many guidelines enshrine. Furthermore, we review the latest evidence highlighting the lack of a correlation between stenosis severity and the occurrence of acute thrombotic complications of atherosclerosis, in the light of a major clinical trial that included a large contemporary population and showed that only one-third of major adverse cardiovascular events occur in individuals with obstructive coronary artery disease. These considerations aim to foster a shift, grounded in contemporary evidence, towards treatment approaches that address modifying plaque biology rather than stenoses per se, using pharmacological treatment as a fundamental factor in risk mitigation and moving away from sole reliance on stenosis grading as a primary determinant of therapeutic decisions. In this Perspective article, Saba and Libby review the latest evidence highlighting the lack of a correlation between stenosis severity and the risk of atherosclerosis-induced thrombotic complications and question the overreliance on stenosis grading for therapeutic decision-making.
关于动脉狭窄与急性缺血事件(包括心肌梗死和脑卒中)之间的相关性,科学界和临床界一直存在一个误解。这篇Perspective文章挑战了目前大多数指南编纂的方法,该方法基于闭塞性动脉狭窄通常会引起缺血事件的概念。我们强调了由限流狭窄和急性血栓事件引起的慢性或诱导性缺血之间的机制差异,并质疑了许多指南将狭窄分级作为治疗决策的生物标志物的传统依赖。此外,我们回顾了最新的证据,强调狭窄严重程度与动脉粥样硬化急性血栓性并发症之间缺乏相关性,根据一项包括大量当代人群的主要临床试验,表明只有三分之一的主要不良心血管事件发生在阻塞性冠状动脉疾病患者身上。这些考虑的目的是促进一种转变,以当代证据为基础,转向解决斑块生物学改变而不是狭窄本身的治疗方法,使用药物治疗作为风险缓解的基本因素,并摆脱单一依赖狭窄分级作为治疗决策的主要决定因素。
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引用次数: 0
Lipoprotein(a) in coronary artery disease 冠状动脉疾病中的脂蛋白(a)
IF 44.2 1区 医学 Q1 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2025-07-17 DOI: 10.1038/s41569-025-01194-3
Jae Hyun Byun, Stella S. Daskalopoulou
Jae Hyun Byun and Stella S. Daskalopoulou describe the study that identified lipoprotein(a) as a genetically determined contributor to coronary artery disease.
Jae Hyun Byun和Stella S. Daskalopoulou描述了将脂蛋白(a)确定为冠状动脉疾病遗传因素的研究。
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引用次数: 0
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Nature Reviews Cardiology
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