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Machine Learning and the Conundrum of Stroke Risk Prediction. 机器学习与中风风险预测难题。
IF 2.6 Q2 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2023-04-12 eCollection Date: 2023-01-01 DOI: 10.15420/aer.2022.34
Yaacoub Chahine, Matthew J Magoon, Bahetihazi Maidu, Juan C Del Álamo, Patrick M Boyle, Nazem Akoum

Stroke is a leading cause of death worldwide. With escalating healthcare costs, early non-invasive stroke risk stratification is vital. The current paradigm of stroke risk assessment and mitigation is focused on clinical risk factors and comorbidities. Standard algorithms predict risk using regression-based statistical associations, which, while useful and easy to use, have moderate predictive accuracy. This review summarises recent efforts to deploy machine learning (ML) to predict stroke risk and enrich the understanding of the mechanisms underlying stroke. The surveyed body of literature includes studies comparing ML algorithms with conventional statistical models for predicting cardiovascular disease and, in particular, different stroke subtypes. Another avenue of research explored is ML as a means of enriching multiscale computational modelling, which holds great promise for revealing thrombogenesis mechanisms. Overall, ML offers a new approach to stroke risk stratification that accounts for subtle physiologic variants between patients, potentially leading to more reliable and personalised predictions than standard regression-based statistical associations.

中风是世界范围内的主要死亡原因。随着医疗成本的不断上升,早期非侵入性卒中风险分层至关重要。目前卒中风险评估和缓解的范式主要集中在临床风险因素和合并症上。标准算法使用基于回归的统计关联来预测风险,这种方法虽然有用且易于使用,但预测准确性不高。这篇综述总结了最近在利用机器学习(ML)预测中风风险和丰富对中风机制的理解方面所做的努力。所调查的文献包括比较ML算法与传统统计模型预测心血管疾病,特别是不同中风亚型的研究。研究探索的另一个途径是ML作为丰富多尺度计算模型的手段,这对揭示血栓形成机制具有很大的希望。总的来说,ML提供了一种新的中风风险分层方法,可以解释患者之间微妙的生理变异,可能比基于标准回归的统计关联更可靠和个性化的预测。
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引用次数: 0
Radiation-associated Arrhythmias: Putative Pathophysiological Mechanisms, Prevalence, Screening and Management Strategies. 辐射相关心律失常:假定的病理生理机制、患病率、筛查和管理策略。
IF 3 Q2 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2023-01-01 DOI: 10.15420/aer.2022.44
Rohil Bedi, Ali Ahmad, Piotr Horbal, Philip L Mar

Radiation-associated cardiovascular disease, an increasingly recognised disease process, is a significant adverse effect of radiation therapy for common malignancies that involve the chest, and include lymphomas, lung, mediastinal and breast cancers. Two factors contribute to the increasing incidence of radiation-associated cardiovascular disease: advances in malignancy detection and the improved survival of cancer patients, by which many symptoms of radiation-associated cardiovascular disease, specifically radiation-associated arrhythmias, present years and/or decades following initial radiotherapy. We present a focused overview of the currently understood pathophysiology, prevalence and management strategies of radiation-associated arrhythmias, which include bradyarrhythmias, tachyarrhythmias and autonomic dysfunction.

与辐射相关的心血管疾病是一种日益被认识到的疾病过程,是放射治疗涉及胸部的常见恶性肿瘤(包括淋巴瘤、肺癌、纵隔癌和乳腺癌)的一个重大不利影响。有两个因素导致与辐射有关的心血管疾病的发病率增加:恶性肿瘤检测的进展和癌症患者生存率的提高,由此可见,与辐射有关的心血管疾病的许多症状,特别是与辐射有关的心律失常,在最初放射治疗后的这几年和/或几十年出现。我们重点概述了目前了解的辐射相关心律失常的病理生理学、患病率和管理策略,包括慢速心律失常、快速心律失常和自主神经功能障碍。
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引用次数: 1
Gut Microbiota and Atrial Fibrillation: Pathogenesis, Mechanisms and Therapies. 肠道微生物群与心房颤动:发病机制和治疗。
IF 3 Q2 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2023-01-01 DOI: 10.15420/aer.2022.33
Ahmed M Al-Kaisey, William Figgett, Joshua Hawson, Fabienne Mackay, Stephen A Joseph, Jonathan M Kalman

Over the past decade there has been an interest in understanding the role of gut microbiota in the pathogenesis of AF. A number of studies have linked the gut microbiota to the occurrence of traditional AF risk factors such as hypertension and obesity. However, it remains unclear whether gut dysbiosis has a direct effect on arrhythmogenesis in AF. This article describes the current understanding of the effect of gut dysbiosis and associated metabolites on AF. In addition, current therapeutic strategies and future directions are discussed.

在过去的十年中,人们对了解肠道微生物群在房颤发病机制中的作用产生了兴趣。许多研究已将肠道微生物群与传统房颤危险因素(如高血压和肥胖)的发生联系起来。然而,目前尚不清楚肠道生态失调是否直接影响心房颤动的心律失常。本文描述了目前对肠道生态失调及其相关代谢物对心房颤动的影响的理解,并讨论了目前的治疗策略和未来的发展方向。
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引用次数: 1
Artificial Intelligence in Medicine: Neither Intelligent nor Artificial? 医学中的人工智能:既不智能也不人工?
IF 3 Q2 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2023-01-01 DOI: 10.15420/aer.2023.01
Demosthenes G Katritsis
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引用次数: 0
'Pill-in-the-pocket' Oral Anticoagulation Guided by Daily Rhythm Monitoring for Stroke Prevention in Patients with AF: A Systematic Review and Meta-analysis. 每日心律监测指导下的“口袋药丸”口服抗凝治疗对房颤患者脑卒中预防:一项系统综述和荟萃分析
IF 3 Q2 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2023-01-01 DOI: 10.15420/aer.2022.22
Andre Briosa E Gala, Michael Timothy Brian Pope, Milena Leo, Alexander James Sharp, Victor Tsoi, John Paisey, Nick Curzen, Timothy Rider Betts

Aims: In patients with a low AF burden and long periods of sinus rhythm, 'pill-in-the-pocket' oral anticoagulation (OAC) may, taken as needed in response to AF episodes, offer the same thromboembolic protection as continuous, life-long OAC, while reducing bleeding complications at the same time. The purpose of this study is to systematically summarise available evidence pertaining to the feasibility, safety and efficacy of pill-in-the-pocket OAC.

Methods: Medline and Embase were searched from inception to July 2022 for studies adopting a pill-in-the-pocket OAC strategy in AF patients guided by daily rhythm monitoring (PROSPERO/CRD42020209564). Outcomes of interest were extracted and event rates per patient-years of follow-up were calculated. A random effects model was used for pooled estimates.

Results: Eight studies were included (711 patients). Daily rhythm monitoring was continuous in six studies and intermittent in two (pulse checks or smartphone single-lead electrocardiograms were used). Anticoagulation criteria varied across studies, reflecting the uncertainty regarding the AF burden that warrants anticoagulation. The mean time from AF meeting OAC criteria to its initiation was not reported. Adopting pill-in-the-pocket OAC led to 390 (54.7%) patients stopping OAC, 85 (12.0%) patients taking pill-in-the-pocket OAC and 237 (33.3%) patients remaining on or returning to continuous OAC. Overall, annualised ischaemic stroke and major bleeding rates per patient-year of follow-up were low at 0.005 (95% CI [0.002-0.012]) and 0.024 (95% CI [0.013-0.043]), respectively.

Conclusion: Current evidence, although encouraging, is insufficient to inform practice. Additional studies are required to improve our understanding of the relationships between AF burden and thromboembolic risk to help define anticoagulation criteria and appropriate monitoring strategies.

目的:对于房颤负担低、窦性心律长时间的患者,“口袋药丸”口服抗凝剂(OAC)可以在房颤发作时根据需要服用,提供与连续终身口服抗凝剂相同的血栓栓塞保护,同时减少出血并发症。本研究的目的是系统地总结有关口袋药丸OAC的可行性,安全性和有效性的现有证据。方法:检索Medline和Embase从成立到2022年7月,在每日节律监测指导下对房事患者采用口袋装药丸OAC策略的研究(PROSPERO/CRD42020209564)。提取感兴趣的结果并计算每患者-年随访的事件发生率。随机效应模型用于汇总估计。结果:纳入8项研究(711例患者)。每日节律监测在六项研究中是连续的,在两项研究中是间歇性的(使用脉搏检查或智能手机单导联心电图)。不同研究的抗凝标准不同,反映了房颤负担是否需要抗凝治疗的不确定性。从afc达到OAC标准到其启动的平均时间没有报告。采用口袋式OAC的390例(54.7%)患者停止OAC, 85例(12.0%)患者服用口袋式OAC, 237例(33.3%)患者继续或恢复持续OAC。总体而言,每患者年随访的年化缺血性卒中和大出血率分别为0.005 (95% CI[0.002-0.012])和0.024 (95% CI[0.013-0.043])。结论:目前的证据虽然令人鼓舞,但不足以为实践提供信息。需要进一步的研究来提高我们对房颤负担和血栓栓塞风险之间关系的理解,以帮助确定抗凝标准和适当的监测策略。
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引用次数: 0
Artificial Intelligence for the Detection and Treatment of Atrial Fibrillation. 人工智能用于房颤的检测和治疗。
IF 3 Q2 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2023-01-01 DOI: 10.15420/aer.2022.31
David M Harmon, Ojasav Sehrawat, Maren Maanja, John Wight, Peter A Noseworthy

AF is the most common clinically relevant cardiac arrhythmia associated with multiple comorbidities, cardiovascular complications (e.g. stroke) and increased mortality. As artificial intelligence (AI) continues to transform the practice of medicine, this review article highlights specific applications of AI for the screening, diagnosis and treatment of AF. Routinely used digital devices and diagnostic technology have been significantly enhanced by these AI algorithms, increasing the potential for large-scale population-based screening and improved diagnostic assessments. These technologies have similarly impacted the treatment pathway of AF, identifying patients who may benefit from specific therapeutic interventions. While the application of AI to the diagnostic and therapeutic pathway of AF has been tremendously successful, the pitfalls and limitations of these algorithms must be thoroughly considered. Overall, the multifaceted applications of AI for AF are a hallmark of this emerging era of medicine.

房颤是临床上最常见的心律失常,与多种合并症、心血管并发症(如卒中)和死亡率增加有关。随着人工智能(AI)不断改变医学实践,这篇综述文章重点介绍了人工智能在房颤筛查、诊断和治疗方面的具体应用。这些人工智能算法显著增强了常规使用的数字设备和诊断技术,增加了大规模人群筛查和改进诊断评估的潜力。这些技术同样影响了房颤的治疗途径,确定了可能从特定治疗干预中受益的患者。虽然人工智能在房颤诊断和治疗途径中的应用已经取得了巨大的成功,但必须彻底考虑这些算法的缺陷和局限性。总的来说,人工智能在房颤中的多方面应用是这个新兴医学时代的一个标志。
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引用次数: 2
Artificial Intelligence in Ventricular Arrhythmias and Sudden Death. 人工智能在室性心律失常和猝死中的应用。
IF 3 Q2 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2023-01-01 DOI: 10.15420/aer.2022.42
Lauri Holmström, Frank Zijun Zhang, David Ouyang, Damini Dey, Piotr J Slomka, Sumeet S Chugh

Sudden cardiac arrest due to lethal ventricular arrhythmias is a major cause of mortality worldwide and results in more years of potential life lost than any individual cancer. Most of these sudden cardiac arrest events occur unexpectedly in individuals who have not been identified as high-risk due to the inadequacy of current risk stratification tools. Artificial intelligence tools are increasingly being used to solve complex problems and are poised to help with this major unmet need in the field of clinical electrophysiology. By leveraging large and detailed datasets, artificial intelligence-based prediction models have the potential to enhance the risk stratification of lethal ventricular arrhythmias. This review presents a synthesis of the published literature and a discussion of future directions in this field.

致死性室性心律失常引起的心脏骤停是世界范围内死亡的主要原因,其导致的潜在寿命损失比任何一种癌症都要多。由于目前风险分层工具的不足,这些心脏骤停事件大多意外发生在未被确定为高风险的个体中。人工智能工具越来越多地被用于解决复杂问题,并准备帮助解决临床电生理学领域的这一主要未满足的需求。通过利用大量详细的数据集,基于人工智能的预测模型有可能增强致死性室性心律失常的风险分层。本文综述了已发表的文献,并对该领域的未来发展方向进行了讨论。
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引用次数: 0
Erratum to: Electro-energetics of Biventricular, Septal and Conduction System Pacing. 《双室、间隔和传导系统起搏的电能量学》的勘误。
IF 3 Q2 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2023-01-01 DOI: 10.15420/aer.2023.12.er1
Frits W Prinzen, Joost Lumens, Jürgen Duchenne, Kevin Vernooy

[This corrects the article DOI: 10.15420/aer.2021.30.].

[这更正了文章DOI: 10.15420/aer.2021.30.]。
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引用次数: 0
Cardiac Resynchronisation with Conduction System Pacing. 心脏再同步与传导系统起搏。
IF 3 Q2 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2023-01-01 DOI: 10.15420/aer.2023.03
Fatima M Ezzeddine, Isaac G Leon, Yong-Mei Cha

To date, biventricular pacing (BiVP) has been the standard pacing modality for cardiac resynchronisation therapy. However, it is non-physiological, with the activation spreading between the left ventricular epicardium and right ventricular endocardium. Up to one-third of patients with heart failure who are eligible for cardiac resynchronisation therapy do not derive benefit from BiVP. Conduction system pacing (CSP), which includes His bundle pacing and left bundle branch area pacing, has emerged as an alternative to BiVP for cardiac resynchronisation. There is mounting evidence supporting the benefits of CSP in achieving synchronous ventricular activation and repolarisation. The aim of this review is to summarise the current options and outcomes of CSP when used for cardiac resynchronisation in patients with heart failure.

迄今为止,双心室起搏(BiVP)已成为心脏再同步化治疗的标准起搏方式。然而,它是非生理性的,激活在左心室心外膜和右心室心内膜之间扩散。有资格接受心脏再同步治疗的心力衰竭患者中,多达三分之一没有从BiVP中获益。传导系统起搏(CSP),包括His束起搏和左束分支区域起搏,已成为BiVP心脏再同步的替代方案。越来越多的证据支持CSP在实现同步心室激活和复极方面的益处。本综述的目的是总结目前CSP用于心力衰竭患者心脏再同步的选择和结果。
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引用次数: 0
Pulsed Field Ablation for Atrial Fibrillation. 脉冲场消融治疗心房颤动。
IF 3 Q2 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2023-01-01 DOI: 10.15420/aer.2022.45
David Schaack, Boris Schmidt, Shota Tohoku, Stefano Bordignon, Lukas Urbanek, Ramin Ebrahimi, Jun Hirokami, Tolga Han Efe, Shaojie Chen, Kr Julian Chun

Catheter ablation is a widely used, effective and safe treatment for AF. Pulsed field ablation (PFA), as a novel energy source for cardiac ablation, has been shown to be tissue selective and is expected to decrease damage to non-cardiac tissue while providing high efficacy in pulmonary vein isolation. The FARAPULSE ablation system (Boston Scientific) follows the idea of single-shot ablation and is the first device approved for clinical use in Europe. Since its approval, multiple high-volume centres have performed increasing numbers of PFA procedures in patients with AF and have published their experiences. This review summarises the current clinical experience regarding the use of PFA for AF using the FARAPULSE system. It provides an overview of its efficacy and safety.

导管消融是一种广泛应用、安全有效的房颤治疗方法。脉冲场消融作为一种新型的心脏消融能量来源,具有组织选择性,有望减少对非心脏组织的损伤,同时在肺静脉隔离中具有较高的疗效。FARAPULSE消融系统(波士顿科学公司)遵循单次消融的理念,是欧洲第一个被批准用于临床的设备。自批准以来,多个大容量中心在房颤患者中实施了越来越多的PFA手术,并发表了他们的经验。本综述总结了目前使用FARAPULSE系统使用PFA治疗房颤的临床经验。它提供了其有效性和安全性的概述。
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引用次数: 4
期刊
Arrhythmia & Electrophysiology Review
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