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TAP (T and Small Protrusion) and Culotte Stenting Techniques Versus a Reverse Crush in Case of Bailout of Provisional Stenting. 在临时支架置入术中,TAP (T和小突出)和套索支架置入术与反向挤压的比较。
IF 2.3 4区 医学 Q2 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2026-01-01 DOI: 10.3390/jcdd13010024
Stefano Cangemi, Dario Buccheri, Vittorio Virga, Massimo Benedetto, Federico Giannino, Francesco Stabile, Federico Inglese, Daniele Vinci, Giovanna Geraci

Coronary bifurcation lesions are considered among the most challenging lesions to treat with percutaneous coronary intervention (PCI), particularly in cases of extensively diseased branches. In the event of failure of a provisional (one-stent) approach, many two-stent bifurcation techniques can be performed for the treatment of coronary bifurcation lesions. Two techniques (culotte and T/TAP) are suggested by the European Bifurcation Club, but a reverse crush is performed by some operators. This study aims to retrospectively compare these two different approaches (EBC-recommended techniques vs. reverse crush).

冠状动脉分叉病变被认为是经皮冠状动脉介入治疗(PCI)最具挑战性的病变之一,特别是在广泛病变的分支中。在临时(单支架)入路失败的情况下,许多双支架分岔技术可以用于治疗冠状动脉分岔病变。欧洲分岔俱乐部提出了两种技术(套索和T/TAP),但一些运营商也进行了反向挤压。本研究旨在回顾性比较这两种不同的方法(ebc推荐的技术与反向挤压)。
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引用次数: 0
Precision Profiling of the Cardiovascular Post-Translationally Modified Proteome. 心血管翻译后修饰蛋白质组的精确分析。
IF 2.3 4区 医学 Q2 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2026-01-01 DOI: 10.3390/jcdd13010026
Thakorn Pruktanakul, Konstantinos Theofilatos

Proteins exist as multiple chemical and sequence-specific proteoforms, each of which may serve as a critical mediator of physiological or pathological signalling. This diversity arises from processes such as alternative splicing of gene transcripts, translation into amino acid sequences, and various post-translational modifications (PTMs), leading to an exponential increase in biological complexity. This manuscript provides an overview of the mechanisms underlying proteoform generation in biological systems and highlights strategies for their analysis using mass spectrometry (MS)-based proteomics and bioinformatics. Additionally, it focuses on recent findings linking PTMs to cardiovascular disease (CVD), highlighting the MS-based methods and workflows that have been used to study uncommon PTMs and their role in CVD. This review provides a comprehensive collection of tools and knowledge to explore the breadth of proteoforms, particularly PTMs, within their specific areas of interest in cardiovascular physiology.

蛋白质以多种化学和序列特异性蛋白质形式存在,每种蛋白质都可能作为生理或病理信号传导的关键介质。这种多样性源于基因转录物的选择性剪接、翻译成氨基酸序列和各种翻译后修饰(PTMs)等过程,导致生物复杂性呈指数级增长。本文概述了生物系统中蛋白质形成的机制,并强调了使用质谱(MS)为基础的蛋白质组学和生物信息学进行分析的策略。此外,它侧重于将PTMs与心血管疾病(CVD)联系起来的最新发现,重点介绍了基于ms的方法和工作流程,这些方法和工作流程已用于研究罕见的PTMs及其在CVD中的作用。这篇综述提供了一个全面的工具和知识的集合来探索变形形式的广度,特别是ptm,在心血管生理学的特定领域感兴趣。
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引用次数: 0
Family-Wide Dysregulation of Phosphodiesterases Alters cAMP/cGMP Microdomains in Thoracic Aortic Aneurysm. 全家族磷酸二酯酶失调改变胸主动脉瘤cAMP/cGMP微结构域
IF 2.3 4区 医学 Q2 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2026-01-01 DOI: 10.3390/jcdd13010023
Dimitrios E Magouliotis, Serge Sicouri, Vasiliki Androutsopoulou, Massimo Baudo, Francesco Cabrucci, Prokopis-Andreas Zotos, Andrew Xanthopoulos, Basel Ramlawi

Background: Thoracic aortic aneurysm (TAA) is driven by complex molecular mechanisms beyond size thresholds, yet the role of cyclic nucleotide metabolism remains unclear. Phosphodiesterases (PDEs), which hydrolyze cAMP and cGMP in compartmentalized microdomains, act as key regulators of vascular integrity and remodeling.

Methods: We performed a hypothesis-driven, transcriptomic analysis of 20 PDE isoforms using the GSE26155 dataset (43 TAA vs. 43 controls). Raw microarray data underwent background correction, log2 transformation, and false-discovery adjustment. Differential expression, logistic regression, receiver-operating characteristic (ROC) curves, calibration testing, correlation analysis, and interactome/enrichment mapping were conducted.

Results: Thirteen PDE isoforms were significantly dysregulated in TAA. Upregulated transcripts included PDE10A, PDE2A, PDE4B, PDE7A, and PDE8A, whereas PDE1A/B/C, PDE3B, PDE5A, PDE6C, and PDE8B were downregulated. PDE10A achieved excellent discrimination for TAA (AUC = 0.838), while other isoforms demonstrated fair discriminatory ability. Correlation architecture revealed coordinated regulation between PDE subfamilies, including inverse relationships between PDE2A and PDE8B (r = -0.68). Interactome analysis highlighted dense connections with cyclic nucleotide and purinergic signaling hubs, enriched in vascular tone, NO-cGMP-PKG, and junctional assembly pathways. Integrating these findings with epigenetic and junctional frameworks suggests that PDE dysregulation promotes endothelial barrier fragility and maladaptive smooth-muscle remodeling.

Conclusions: Family-wide PDE dysregulation characterizes human TAA, with PDE10A emerging as a central transcriptomic signature. Altered cAMP/cGMP microdomain signaling aligns with junctional failure and epigenetic control, supporting the potential of PDE isoforms as biomarkers and therapeutic targets. These results provide experimental evidence that cyclic nucleotide hydrolysis is re-wired in TAA, supporting PDE10A as a novel biomarker and therapeutic target that bridges molecular dysregulation with clinical risk stratification in thoracic aortic disease.

背景:胸主动脉瘤(TAA)是由超过尺寸阈值的复杂分子机制驱动的,但环核苷酸代谢的作用尚不清楚。磷酸二酯酶(PDEs)在区隔化微域中水解cAMP和cGMP,是血管完整性和重塑的关键调节因子。方法:我们使用GSE26155数据集(43个TAA和43个对照)对20个PDE亚型进行了假设驱动的转录组学分析。原始微阵列数据经过背景校正、log2变换和假发现调整。进行差异表达、逻辑回归、受试者工作特征(ROC)曲线、校准检验、相关分析和相互作用组/富集图谱绘制。结果:13种PDE亚型在TAA中显著失调。上调的转录本包括PDE10A、PDE2A、PDE4B、PDE7A和PDE8A,而PDE1A/B/C、PDE3B、PDE5A、PDE6C和PDE8B下调。PDE10A对TAA具有很好的辨别能力(AUC = 0.838),而其他同工异构体具有一般的辨别能力。相关结构揭示了PDE亚家族之间的协调调节,包括PDE2A和PDE8B之间的负相关关系(r = -0.68)。相互作用组分析强调了与环核苷酸和嘌呤能信号中枢的紧密连接,丰富了血管张力、NO-cGMP-PKG和连接组装途径。将这些发现与表观遗传和连接框架结合起来,表明PDE失调会促进内皮屏障脆弱性和不适应的平滑肌重塑。结论:全家族PDE失调是人类TAA的特征,PDE10A是中心转录组特征。cAMP/cGMP微域信号的改变与连接失败和表观遗传控制一致,支持PDE异构体作为生物标志物和治疗靶点的潜力。这些结果提供了环核苷酸水解在TAA中重新连接的实验证据,支持PDE10A作为胸主动脉疾病分子失调与临床风险分层之间桥梁的新型生物标志物和治疗靶点。
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引用次数: 0
How to Use Multimodality Imaging in Cardio-Oncology. 如何在心脏肿瘤学中应用多模态成像。
IF 2.3 4区 医学 Q2 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2026-01-01 DOI: 10.3390/jcdd13010027
Anca Doina Mateescu, Raluca Ileana Mincu, Ruxandra Oana Jurcut

Recent advances in oncology have contributed to a steady rise in cancer survivorship. However, many cancer therapies are associated with cardiovascular adverse events, leading to increased rates of cardiovascular morbidity and mortality. As a result, cardio-oncology has emerged as a rapidly advancing discipline that relies on multidisciplinary collaboration. Cardiovascular multimodality imaging (CVMI) is an essential diagnostic and surveillance tool for cardiovascular toxicity, along with clinical evaluation and biomarkers. CVMI plays a central role in diagnosing cancer therapy-related cardiac dysfunction (CTRCD) and myocarditis, while also supporting the assessment of vascular toxicity and arrhythmias. It is essential for baseline cardiac evaluation and continuous monitoring throughout and following cancer therapy. CVMI enables early detection of cardiovascular toxicity, facilitating prompt initiation of cardioprotective therapy and allowing cancer therapy to proceed without compromising safety. Echocardiography is the primary imaging modality for screening, diagnosing, and monitoring CTRCD. Moreover, it is the first-line imaging test for cardiac structural and functional assessment in patients who develop immune checkpoint inhibitor (ICI)-related myocarditis. Advanced imaging techniques, such as cardiac magnetic resonance (CMR), nuclear imaging, and cardiac computed tomography, may help determine the cause and severity of left ventricular dysfunction, as well as assess cardiac masses and vascular toxicity. Not least, CMR is the gold standard imaging modality to diagnose myocarditis. This article is a narrative review that focuses on the various modalities of CVMI and their applications in cardio-oncology. Since the issue addressed is very extensive, this review was designed to be concise.

肿瘤学的最新进展促进了癌症存活率的稳步上升。然而,许多癌症治疗与心血管不良事件相关,导致心血管发病率和死亡率增加。因此,心脏肿瘤学已经成为一门依赖多学科合作的快速发展的学科。心血管多模态成像(CVMI)与临床评估和生物标志物一样,是心血管毒性诊断和监测的重要工具。CVMI在诊断癌症治疗相关心功能障碍(CTRCD)和心肌炎中发挥核心作用,同时也支持血管毒性和心律失常的评估。在整个癌症治疗期间和之后,它对于基线心脏评估和持续监测是必不可少的。CVMI能够早期发现心血管毒性,促进心脏保护治疗的迅速启动,并允许癌症治疗在不影响安全性的情况下进行。超声心动图是筛查、诊断和监测CTRCD的主要成像方式。此外,它是免疫检查点抑制剂(ICI)相关心肌炎患者心脏结构和功能评估的一线影像学检查。先进的成像技术,如心脏磁共振(CMR)、核成像和心脏计算机断层扫描,可以帮助确定左心室功能障碍的原因和严重程度,以及评估心脏肿块和血管毒性。不仅如此,CMR是诊断心肌炎的金标准成像方式。这篇文章是一个叙述性的回顾,重点是各种形式的CVMI及其在心脏肿瘤学的应用。由于所讨论的问题非常广泛,本审查的目的是简明扼要。
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引用次数: 0
Optimizing Temperature in Ex Situ Heart Perfusion: A Comparative Review of Traditional and Novel Methods in Heart Transplantation. 心脏非原位灌注温度优化:心脏移植传统方法与新方法的比较综述。
IF 2.3 4区 医学 Q2 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2026-01-01 DOI: 10.3390/jcdd13010025
Panos Georghiou, Georgios P Georghiou, Cristiano Amarelli, Marius Berman

Heart transplantation is still the definitive therapy for end-stage heart failure, yet the persistent shortage of suitable donor organs limits its application. Traditionally, static cold storage (SCS) has served as an effective standard preservation method, providing safe and adequate protection for preservation times under four hours. Yet, the need to extend this window and the specific metabolic requirements of donation after circulatory death (DCD) hearts have prompted interest in machine perfusion (MP) technologies. This literature review investigates the influence of temperature in ex situ heart perfusion, comparing normothermic (NMP), hypothermic (HMP), and subnormothermic (SNMP) strategies. Evidence from experimental models and emerging clinical studies suggests that MP can prolong preservation times, mitigate ischemic injury, and enable real-time metabolic and viability assessment of donor hearts prior to transplantation. These strategies represent a central trade-off: NMP enables real-time functional assessment of the beating heart, while HMP and SNMP approaches prioritize profound metabolic suppression to mitigate ischemic injury. Nonetheless, current data are limited by high costs, significant resource requirements, variability in perfusion protocols, and the scarcity of randomized controlled trials, particularly for HMP and SNMP. Standardization of methodologies, direct comparative studies, and the adoption of a risk-stratified preservation ecosystem are needed to clarify optimal temperature strategies. However, recent clinical successes with hypothermic strategies in traditionally normothermia-dependent donor types, such as DCD hearts, signal a potential paradigm shift, challenging established value propositions and prompting a critical re-evaluation of optimal preservation strategies.

心脏移植仍然是终末期心力衰竭的最终治疗方法,但合适供体器官的持续短缺限制了其应用。传统上,静态冷藏(SCS)是一种有效的标准保存方法,在4小时以下的保存时间内提供安全和充分的保护。然而,延长这一窗口期的需要以及心脏循环死亡(DCD)后捐献的特定代谢需求促使人们对机器灌注(MP)技术产生了兴趣。这篇文献综述探讨了温度对体外心脏灌注的影响,比较了常温(NMP)、低温(HMP)和亚常温(SNMP)策略。来自实验模型和新兴临床研究的证据表明,MP可以延长保存时间,减轻缺血性损伤,并能够在移植前实时评估供体心脏的代谢和活力。这些策略代表了一个核心的权衡:NMP能够实时评估跳动的心脏功能,而HMP和SNMP方法优先考虑深刻的代谢抑制,以减轻缺血性损伤。然而,目前的数据受到高成本、大量资源需求、灌注方案的可变性以及缺乏随机对照试验(特别是HMP和SNMP)的限制。需要标准化方法、直接比较研究和采用风险分层保护生态系统来明确最佳温度策略。然而,最近在传统的常温依赖供体类型(如DCD心脏)中低温策略的临床成功,标志着潜在的范式转变,挑战了既定的价值主张,并促使对最佳保存策略的关键重新评估。
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引用次数: 0
Efferocytosis: The Silent Guardian of Tissue Homeostasis and Cardiovascular Health. Efferocytosis:组织稳态和心血管健康的沉默卫士。
IF 2.3 4区 医学 Q2 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2025-12-31 DOI: 10.3390/jcdd13010021
Wenting Peng, Yuhao Song, Shengxi Gu, Ye Zhu, Ying Li

Rapid and effective clearance of apoptotic cells, known as efferocytosis, is essential for maintaining tissue homeostasis. Efferocytosis removes apoptotic cells before the occurrence of membrane rupture from which the cell contents, often inflammatory and toxic, are released into surrounding tissues. Through this way, efferocytosis protects the surrounding tissues from toxic enzymes and oxides inside the apoptotic cells as well as from cellular contents such as anti-proteinase and cystatins. Driven by the ongoing advancements in bioinformatics and molecular biology, many researchers have explored the mechanism of efferocytosis and its association with systemic diseases. Multiple studies have demonstrated that impaired efferocytosis mechanisms significantly contribute to the onset and progression of chronic inflammation. The presence of chronic inflammation significantly exacerbates the advancement of cardiovascular diseases, including atherosclerosis, myocardial infarction, heart failure subsequent to myocardial infarction, and even myocarditis. This review aims to provide a brief introduction to the mechanisms involved in cellular efferocytosis, followed by an examination of the molecular and pathway aspects of efferocytosis with the risk of cardiovascular diseases, contributing to the identification of potential therapeutic targets for related diseases.

快速和有效的清除凋亡细胞,被称为efferocytosis,是维持组织稳态所必需的。Efferocytosis在膜破裂发生之前清除凋亡细胞,细胞内容物,通常是炎症和毒性,被释放到周围组织中。通过这种方式,efferocytosis保护周围组织免受凋亡细胞内有毒酶和氧化物以及细胞内容物(如抗蛋白酶和胱抑素)的侵害。在生物信息学和分子生物学不断进步的推动下,许多研究者探索了efferocytosis的机制及其与全身性疾病的关系。多项研究表明,受损的efferocytosis机制显著促进慢性炎症的发生和进展。慢性炎症的存在显著加剧心血管疾病的进展,包括动脉粥样硬化、心肌梗死、心肌梗死后心力衰竭,甚至心肌炎。本文旨在简要介绍细胞efferocytosis的机制,然后研究efferocytosis与心血管疾病风险的分子和途径方面,有助于确定相关疾病的潜在治疗靶点。
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引用次数: 0
Etiology of Coronary Reintervention After Coronary Artery Bypass Surgery. 冠状动脉搭桥术后冠状动脉再介入的病因学。
IF 2.3 4区 医学 Q2 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2025-12-31 DOI: 10.3390/jcdd13010020
Ikram Achbar, De Qing F N Görtzen, Joost F J Ter Woorst, Koen Teeuwen, Pim A L Tonino, Ferdi Akca

(1) Background: Coronary artery bypass grafting (CABG) reduces the risk of target vessel revascularization compared to percutaneous coronary intervention (PCI), yet coronary reintervention may still occur. This study aims to evaluate the incidence and underlying etiology of reintervention after CABG. (2) Methods: A single-center retrospective cohort study of all patients undergoing isolated CABG (January 2016-December 2021) was performed. Surgical or percutaneous reinterventions were analyzed until December 2022 using institutional data linked to the Netherlands Heart Registration (NHR) and chart review. (3) Results: Amongst 4814 patients, 8.7% (n = 418) underwent coronary reintervention during a median 4.5 [3.8-4.8] year follow-up. Causes of reintervention included graft failure (64.6%), progression of coronary artery disease (20.3%), incomplete revascularization (10.5%), or combined factors (4.1%). Mortality did not differ significantly between reintervention and non-reintervention groups (10.8% vs. 7.9%, p = 0.095). Multivariable analysis identified diabetes (HR 1.02, 95% CI 1.00-1.04, p = 0.011), single arterial graft (HR 2.26, 95% CI 1.31-3.91, p = 0.003), and ventilation > 24 h (HR 4.61, 95% CI 1.85-11.51, p = 0.001) as independent risk factors for coronary reintervention. (4) Conclusions: After CABG, 8.7% of patients underwent coronary reintervention at mid-term follow-up. Graft failure was the predominant etiology, followed by coronary artery disease progression. Overall survival did not differ between patients with or without reintervention.

(1)背景:与经皮冠状动脉介入治疗(PCI)相比,冠状动脉旁路移植术(CABG)降低了靶血管重建术的风险,但仍可能发生冠状动脉再介入治疗。本研究旨在评估冠状动脉搭桥术后再干预的发生率和潜在病因。(2)方法:采用单中心回顾性队列研究,纳入2016年1月至2021年12月接受孤立CABG手术的所有患者。使用与荷兰心脏登记(NHR)相关的机构数据和图表回顾,分析手术或经皮再介入治疗直到2022年12月。(3)结果:4814例患者中,8.7% (n = 418)在中位随访4.5年[3.8-4.8]年期间接受了冠状动脉再介入治疗。再干预的原因包括移植物失败(64.6%)、冠状动脉疾病进展(20.3%)、不完全血运重建(10.5%)或综合因素(4.1%)。再干预组和非再干预组的死亡率无显著差异(10.8% vs. 7.9%, p = 0.095)。多变量分析发现,糖尿病(HR 1.02, 95% CI 1.00-1.04, p = 0.011)、单动脉移植(HR 2.26, 95% CI 1.31-3.91, p = 0.003)和通气bb0 24 h (HR 4.61, 95% CI 1.85-11.51, p = 0.001)是冠状动脉再介入的独立危险因素。(4)结论:冠脉搭桥后,8.7%的患者在中期随访时接受了冠状动脉再介入治疗。移植物衰竭是主要的病因,其次是冠状动脉疾病进展。再干预前后患者的总生存率无差异。
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引用次数: 0
Complications of Interventional Versus Surgical Closure of Patent Ductus Arteriosus in Very Preterm Infants-A Retrospective Analysis. 非常早产儿动脉导管未闭介入与手术治疗的并发症回顾性分析。
IF 2.3 4区 医学 Q2 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2025-12-31 DOI: 10.3390/jcdd13010022
Karla Girke, Christoph Bührer, Bernd Opgen-Rhein, Boris Metze, Christoph Czernik

Introduction: Patent ductus arteriosus (PDA) is the most common cardiac anomaly in preterm newborns and may aggravate respiratory disease. Invasive closure options after failure of medical treatment include surgical ligation (SL) and transcatheter closure (TCC). Reports on side effects of intravenous contrast media are scarce.

Methods: In this retrospective single-center study, we compared 35 preterm infants below 1500 g birth weight undergoing SL with 35 matched infants undergoing TCC. Outcomes were procedural success, complications and postprocedural ventilation.

Results: Closure success was high in both groups (97% SL vs. 86% TCC, p = 0.106). One SL patient underwent re-operation after accidental clipping of the left pulmonary artery, and eight patients (24%) had endoscopy-diagnosed vocal cord palsy after SL. Six TCC patients had complications that required further action, including device embolization, device failure and one case of late device migration that resulted in aortic arch obstruction requiring intervention, and 4 TCC patients developed necrotizing enterocolitis (NEC)-like disease within 24 h, requiring surgery in one patient. SL was associated with longer duration of mechanical ventilation (24 h vs. 144 h, p < 0.001), as opposed to TCC, and higher rates of bronchopulmonary dysplasia (86% vs. 53%, p = 0.004).

Discussion: Both techniques achieve high success but differ in complication profiles. TCC may reduce respiratory morbidity. NEC-like disease (probably linked to intravenous administration of contrast agents) warrants further investigation.

摘要动脉导管未闭是早产新生儿最常见的心脏异常,可加重呼吸系统疾病。药物治疗失败后,有创性闭合选择包括手术结扎(SL)和经导管闭合(TCC)。关于静脉造影剂副作用的报道很少。方法:在这项回顾性单中心研究中,我们比较了35名出生体重在1500克以下的早产儿接受SL和35名匹配的婴儿接受TCC。结果为手术成功、并发症和术后通气。结果:两组的缝合成功率都很高(97% SL vs 86% TCC, p = 0.106)。1例SL患者在意外夹断左肺动脉后再次手术,8例(24%)患者在SL后出现内窥镜诊断的声带麻痹。6例TCC患者出现并发症,需要进一步采取措施,包括器械栓塞、器械失效和1例晚期器械迁移导致主动脉弓阻塞需要干预,4例TCC患者在24小时内发生坏死性小肠结肠炎(NEC)样疾病。需要对一名患者进行手术。与TCC相比,SL与更长的机械通气时间(24小时对144小时,p < 0.001)和更高的支气管肺发育不良率(86%对53%,p = 0.004)相关。讨论:两种技术都取得了很高的成功,但在并发症方面有所不同。TCC可降低呼吸道疾病。nec样疾病(可能与静脉注射造影剂有关)值得进一步调查。
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引用次数: 0
Subclinical Atrial Fibrillation Prediction in Patients with CIED by a Novel Deep Learning Framework. 基于新型深度学习框架的CIED患者亚临床心房颤动预测
IF 2.3 4区 医学 Q2 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2025-12-30 DOI: 10.3390/jcdd13010018
Yongying Lan, Chengze Lin, Ning Zhang, Qing Cao, Qi Jin, Qingzhi Luo, Yue Wei, Yangyang Bao, Changjian Lin, Wenqi Pan, Kang Chen, Liqun Wu, Yun Xie

Background: Subclinical atrial fibrillation (SCAF), a key risk factor for cryptogenic stroke, is difficult to predict with current tools. This study aimed to develop a novel deep learning framework, ResKAN-Attention, using only routine clinical data to predict SCAF in patients with cardiac implantable electronic device (CIED).

Methods: In this retrospective study, the ResKAN-Attention model was developed using 27 routine parameters from 124 CIED patients without prior AF. This framework features a dual-path architecture combining a Kolmogorov-Arnold Network (KAN) with a traditional multilayer perceptron, fused via a cross-attention mechanism. The model's performance was evaluated against common baselines using five-fold cross-validation, while its decision-making process was assessed through interpretability analysis. A clinically applicable risk scoring system was subsequently derived via knowledge distillation.

Results: Over a 12-month follow-up period, SCAF occurred in 31.5% of patients (39/124). The ResKAN-Attention model significantly outperformed all baseline models, achieving a mean AUC of 0.837 in cross-validation and 0.788 in external validation. Interpretability analysis identified left atrial diameter (LAD), gender, lactate dehydrogenase, BMI, and hypertension as top predictors. The simplified risk score exhibited excellent predictive power (AUC 0.882), retaining 99.1% of the complex model's performance on the fifth fold validation set.

Conclusions: The ResKAN-Attention model demonstrated promising preliminary results for SCAF prediction with enhanced interpretability. The distilled risk score provided a potential method for early risk stratification in clinical settings, demonstrating that advanced artificial intelligence (AI) can effectively predict complex cardiovascular events using readily available data.

背景:亚临床心房颤动(SCAF)是隐源性卒中的关键危险因素,难以用现有工具预测。本研究旨在开发一种新的深度学习框架ResKAN-Attention,仅使用常规临床数据预测心脏植入式电子设备(CIED)患者的SCAF。方法:在这项回顾性研究中,利用124名没有AF病史的CIED患者的27个常规参数建立了ResKAN-Attention模型。该框架具有双路径架构,结合了Kolmogorov-Arnold网络(KAN)和传统的多层感知器,通过交叉注意机制融合。模型的性能通过五重交叉验证对共同基线进行评估,而其决策过程通过可解释性分析进行评估。通过知识的提炼,得到了一个临床适用的风险评分系统。结果:在12个月的随访期间,SCAF发生率为31.5%(39/124)。ResKAN-Attention模型显著优于所有基线模型,交叉验证的平均AUC为0.837,外部验证的平均AUC为0.788。可解释性分析确定左房直径(LAD)、性别、乳酸脱氢酶、BMI和高血压是主要预测因素。简化后的风险评分在第五次验证集上表现出优异的预测能力(AUC 0.882),保留了99.1%的复杂模型的性能。结论:ResKAN-Attention模型对SCAF预测的初步结果具有较强的可解释性。经过提炼的风险评分为临床环境中的早期风险分层提供了一种潜在的方法,表明先进的人工智能(AI)可以利用现成的数据有效地预测复杂的心血管事件。
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引用次数: 0
First Glance at Myeloid Leukaemia Factor 2 in Cardiomyocytes. 心肌细胞中髓性白血病因子2的初步研究。
IF 2.3 4区 医学 Q2 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2025-12-30 DOI: 10.3390/jcdd13010019
Jakob Christoph Voran, Lucia Sophie Kilian, Simone Martini, Marcin Luzarowski, Marie Isabel Noormalal, Oliver Josef Müller, Ashraf Yusuf Rangrez, Derk Frank

Understanding the molecular mechanisms that maintain protein homeostasis in cardiomyocytes is fundamental for the development of causal therapies for heart failure. Chaperones, the ubiquitin-proteasome system and autophagy are major regulators of cardiac homeostasis and are crucial for cardiomyocyte function and survival. In this context, myeloid leukaemia factor 2 (MLF2) emerged as a candidate of interest, as we found it overrepresented in protein aggregates in the hearts of mouse models of desmin-related cardiomyopathies (DRM), and it has also been suggested to be associated with dilated cardiomyopathy (DCM). Here, we identified αB-crystallin (CryAB), among other proteins, as a potential interaction partner of MLF2. Functionally, MLF2 was significantly upregulated in mouse models of heart failure and in two in vitro models of cardiomyocyte hypertrophy, and its overexpression resulted in attenuation of pro-hypertrophic gene expression. Taken together, these findings provide initial evidence supporting a role for MLF2 in regulating protein homeostasis and in modulating hypertrophic signalling in cardiomyocytes.

了解维持心肌细胞蛋白稳态的分子机制是开发心力衰竭因果治疗的基础。伴侣蛋白、泛素-蛋白酶体系统和自噬是心脏稳态的主要调节因子,对心肌细胞功能和存活至关重要。在这种情况下,髓性白血病因子2 (MLF2)成为感兴趣的候选者,因为我们发现它在desmin相关心肌病(DRM)小鼠模型心脏中的蛋白质聚集中过度代表,并且它也被认为与扩张型心肌病(DCM)相关。在这里,我们确定α b -晶体蛋白(CryAB),在其他蛋白中,作为MLF2的潜在相互作用伙伴。在功能上,MLF2在心力衰竭小鼠模型和两种体外心肌细胞肥厚模型中显著上调,其过表达导致促肥厚基因表达减弱。综上所述,这些发现提供了支持MLF2在调节蛋白稳态和调节心肌细胞肥厚信号传导中的作用的初步证据。
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Journal of Cardiovascular Development and Disease
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