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Unsupervised machine learning for cardiovascular disease: A framework for future studies 心血管疾病的无监督机器学习:未来研究的框架
IF 18.2 1区 医学 Q1 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2025-11-06 DOI: 10.1002/ejhf.70076
Emmanuel Bresso, Claire Lacomblez, Kévin Duarte, Luca Monzo, Guillaume Baudry, Jasper Tromp, Abhinav Sharma, Nicolas Girerd
Unsupervised machine learning can improve the characterization and stratification of patients with cardiovascular diseases (CVDs). Clustering algorithms, which group patients based on patterns in clinical data, can reveal distinct subgroups that may differ in prognosis and treatment response. Despite increasing research in this area, the practical use of clustering methods in routine clinical care remains limited by the lack of accessible tools and rigorous external validation. This review presents a systematic framework for applying unsupervised machine learning techniques to CVD research. The framework outlines a stepwise process—from identifying patient clusters and establishing their associations with clinical outcomes to developing predictive models for assigning new patients to these clusters. This approach aims to generate robust, externally validated models that can be integrated into clinical practice to support improved risk stratification and personalized treatment strategies. This framework can enhance the usefulness of clustering in CVD research, by providing valuable resource for medical professionals, stakeholders, and researchers in exploring more effective strategies for managing CVDs.
无监督机器学习可以改善心血管疾病(cvd)患者的表征和分层。聚类算法根据临床数据的模式对患者进行分组,可以揭示不同的亚组,这些亚组可能在预后和治疗反应方面存在差异。尽管这一领域的研究越来越多,但聚类方法在常规临床护理中的实际应用仍然受到缺乏可用工具和严格的外部验证的限制。本文综述了将无监督机器学习技术应用于心血管疾病研究的系统框架。该框架概述了一个循序渐进的过程——从确定患者组并建立其与临床结果的关联,到开发将新患者分配到这些组的预测模型。该方法旨在生成稳健的、外部验证的模型,这些模型可以集成到临床实践中,以支持改进的风险分层和个性化治疗策略。通过为医疗专业人员、利益相关者和研究人员探索更有效的心血管疾病管理策略提供宝贵的资源,该框架可以增强聚类在心血管疾病研究中的有用性。
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引用次数: 0
Short- and mid-term effects of empagliflozin on sodium balance and fluid regulation in chronic heart failure. 恩格列净对慢性心力衰竭患者钠平衡和体液调节的中短期影响。
IF 18.2 1区 医学 Q1 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2025-11-04 DOI: 10.1002/ejhf.70078
Venera Bytyqi,Dennis Kannenkeril,Julie Kolwelter,Peter Linz,Agnes Bosch,Kristina Striepe,Marina V Karg,Armin M Nagel,Michael Uder,Mario Schiffer,Stephan Achenbach,Roland E Schmieder
AIMSSodium-glucose co-transporter 2 inhibitors have become a cornerstone in managing chronic heart failure (CHF). While their acute impact on urinary glucose and sodium excretion is well-established, their mid- and long-term persistence of these effects remains uncertain. This study investigated fluid and sodium balance over 3 months in a randomized, placebo-controlled trial (NCT03128528).METHODS AND RESULTSOverall, 74 patients with New York Heart Association class II-III CHF and an ejection fraction (EF) ≤49% were randomized (2:1) to empagliflozin 10 mg (n = 48) or placebo (n = 26). Sodium, potassium, glucose, urea, and urine were determined from standardized 24-h urine collections. Free water clearance (FWC) and plasma/urine osmolality were calculated. Body weight was measured, and dedicated sodium magnetic resonance imaging (23Na-magnetic resonance imaging) was performed to quantify skin and muscle sodium levels at baseline, at 1 month, and at 3 months. Patients (mean age 66.4 years; 84% male; EF 40%; baseline N-terminal pro-B-type natriuretic peptide 707.9 pg/ml) were followed up at 1 and 3 months. Empagliflozin significantly increased natriuresis at 1 month (p = 0.040), while natriuresis returned to baseline by 3 months. Skin sodium content decreased at 1 month (p = 0.039) and remained reduced at 3 months (p = 0.013), while muscle sodium was unchanged. Persistent glucosuria (p < 0.001) increased urine osmolality at 3 months (p = 0.003). Urine volume increased transiently at 1 month (p = 0.046) but normalized by 3 months. Empagliflozin-treated patients showed a reduction in FWC at 1 and 3 months (p < 0.001), with a compensatory rise in copeptin levels, indicating increased vasopressin activity (1 month: p = 0.020; 3 months: p = 0.001).CONCLUSIONSMid-range effects of empagliflozin in heart failure with reduced EF include transient natriuresis and sustained glucosuria, with compensatory reductions in FWC. Reductions in skin sodium content were maintained, and volume homeostasis in CHF patients stabilized after 3 months.
钠-葡萄糖共转运蛋白2抑制剂已成为治疗慢性心力衰竭(CHF)的基石。虽然它们对尿糖和钠排泄的急性影响已经确定,但这些影响的中长期持续性仍不确定。本研究在一项随机、安慰剂对照试验(NCT03128528)中调查了3个月的液体和钠平衡。方法和结果总体而言,74例纽约心脏协会II-III级CHF和射血分数(EF)≤49%的患者随机(2:1)接受恩格列净10mg (n = 48)或安慰剂(n = 26)治疗。钠、钾、葡萄糖、尿素和尿液从标准化的24小时尿液收集中测定。计算游离水清除率(FWC)和血浆/尿液渗透压。测量体重,并进行专用钠磁共振成像(23na -磁共振成像)来量化基线、1个月和3个月时皮肤和肌肉的钠水平。患者(平均年龄66.4岁,男性84%,EF 40%,基线n端前b型利钠肽707.9 pg/ml)分别在1个月和3个月随访。依帕列净显著增加了1个月时的尿钠量(p = 0.040),而3个月时尿钠量恢复到基线水平。皮肤钠含量在1个月时下降(p = 0.039),在3个月时保持下降(p = 0.013),而肌肉钠含量不变。持续性血糖升高(p < 0.001)使3个月时尿渗透压升高(p = 0.003)。尿量在1个月时短暂增加(p = 0.046),但在3个月时恢复正常。依帕列净治疗的患者在1个月和3个月时FWC降低(p < 0.001), copeptin水平代偿性升高,表明抗利尿激素活性增加(1个月:p = 0.020; 3个月:p = 0.001)。结论恩格列净对心力衰竭伴EF降低的中效包括短暂性尿钠和持续性血糖,并伴有代偿性FWC降低。CHF患者皮肤钠含量持续下降,3个月后体积稳定。
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引用次数: 0
Finerenone in patients with severe heart failure: The FINEARTS-HF trial. 芬那烯酮在严重心力衰竭患者中的应用:finhearts - hf试验。
IF 18.2 1区 医学 Q1 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2025-11-04 DOI: 10.1002/ejhf.70083
Riccardo M Inciardi,Henri Lu,Brian L Claggett,Akshay S Desai,Pardeep S Jhund,Alasdair D Henderson,Carolyn S P Lam,Bela Merkely,Michael Zi Miao,Michele Senni,Sanjiv J Shah,Kavita Sharma,Orly Vardeny,Mark C Petrie,Subodh Verma,Adriaan A Voors,Faiez Zannad,Bertram Pitt,Flaviana Amarante,James Lay-Flurrie,Andrea Glasauer,Andrea Scalise,John J V McMurray,Muthiah Vaduganathan,Scott D Solomon
AIMSWhile patients with severe heart failure (HF) were historically considered to have reduced left ventricular ejection fraction (LVEF), it is increasingly recognized that severe HF occurs across the full spectrum of LVEF. The aim of this study was to assess prevalence, cardiovascular (CV) outcome risk, and treatment response to the non-steroidal mineralocorticoid receptor antagonist finerenone among patients with severe HF in FINEARTS-HF.METHODS AND RESULTSTreatment effects of finerenone on the primary endpoint of total (first and recurrent) HF events and CV death were assessed by severe HF status, as defined by the adapted multiparametric ESC-HFA criteria including New York heart Association functional class III/IV, hospitalization for HF within the previous 12 months, and impairment of health status measured by Kansas City Cardiomyopathy Questionnaire total symptom score <75. Overall, 888 (14.8%) patients fulfilled the definition for severe HF. Patients with severe HF were older, with a higher comorbidity burden, and higher N-terminal pro-B-type natriuretic peptide levels. Over a median follow-up of 2.7 years, total HF events and CV death occurred at a higher rate among those with severe HF (31.6 per 100 patient-years [py]) as compared to those without severe HF (13.9 per 100py). Finerenone was beneficial in reducing the rate of the primary endpoint regardless of severe HF status (pinteraction = 0.98), with a greater absolute rate reduction in those with severe HF (5.9 per 100py) compared with those without severe HF (2.2 per 100py) in light of higher baseline risk. The proportion of patients who discontinued study treatment for any reason or experienced adverse events according to treatment assignment was similar regardless of severe HF status.CONCLUSIONSAmong patients with mildly reduced or preserved LVEF, severe HF was associated with a heightened risk of CV events. Treatment with finerenone appeared safe and effective, regardless of HF severity.
虽然历史上认为严重心力衰竭(HF)患者具有左心室射血分数(LVEF)降低,但越来越多的人认识到,严重心力衰竭发生在LVEF的全谱范围。本研究的目的是评估finhearts -HF中严重HF患者的患病率、心血管(CV)结局风险和对非甾体矿物皮质激素受体拮抗剂芬纳酮的治疗反应。方法和结果芬尼酮对总(首次和复发)HF事件和CV死亡的主要终点的治疗效果通过重度HF状态进行评估,重度HF状态由适用的多参数ESC-HFA标准定义,包括纽约心脏协会功能III/IV级,过去12个月内HF住院,以及堪萨斯城心肌病问卷总症状评分<75测量的健康状况损害。总体而言,888例(14.8%)患者符合重度心衰的定义。重度心衰患者年龄较大,共病负担较高,n端前b型利钠肽水平较高。在中位随访2.7年期间,严重HF患者的总HF事件和CV死亡发生率(31.6 / 100患者年[py])高于非严重HF患者(13.9 / 100患者年)。芬纳酮有利于降低主要终点的发生率,无论严重HF状态如何(p相互作用= 0.98),鉴于基线风险较高,严重HF患者(5.9 / 100py)比无严重HF患者(2.2 / 100py)的绝对发生率降低更大。无论严重HF状态如何,因任何原因停止研究治疗或根据治疗分配经历不良事件的患者比例相似。结论:在LVEF轻度降低或保留的患者中,严重HF与CV事件的高风险相关。不管HF的严重程度如何,用芬尼酮治疗是安全有效的。
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引用次数: 0
Letter regarding the article ‘Remote pulmonary artery pressure‐guided management of patients with heart failure: A clinical consensus statement of the Heart Failure Association ( HFA ) of the ESC ’ 关于文章“远程肺动脉压引导心力衰竭患者的管理:ESC心力衰竭协会(HFA)的临床共识声明”的信函
IF 18.2 1区 医学 Q1 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2025-11-03 DOI: 10.1002/ejhf.70088
Filip Zemrak, Oscar Gonzalez Fernandez, William H. Marshall
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引用次数: 0
Reply to the letter regarding the article ‘Remote pulmonary artery pressure‐guided management of patients with heart failure: A clinical consensus statement of the Heart Failure Association ( HFA ) of the ESC’ 关于“远程肺动脉压引导心力衰竭患者管理:ESC心力衰竭协会(HFA)的临床共识声明”一文的回复
IF 18.2 1区 医学 Q1 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2025-11-03 DOI: 10.1002/ejhf.70086
Antoni Bayes‐Genis, Matteo Pagnesi, Marco Metra
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引用次数: 0
Urinary markers in heart failure - types, timing and thresholds. European Journal of Heart Failure expert consensus document. 心力衰竭的尿液标志物——类型、时间和阈值。欧洲心力衰竭杂志专家共识文件。
IF 18.2 1区 医学 Q1 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2025-11-03 DOI: 10.1002/ejhf.70079
Masatake Kobayashi,Biykem Bozkurt,Peder Langeland Myhre,Juan Carlos Lopez Azor,Mateusz Guzik,Gracjan Iwanek,Guillaume Baudry,Marta Cobo-Marcos,Òscar Miró,Jeroen Dauw,Piotr Ponikowski,Wilfried Mullens,Alberto Palazzuoli,Marco Metra,Jan Biegus
Several urinary markers reflect disease severity and have the potential to support the management of heart failure (HF). Collecting urine samples is easy and inexpensive, and urine sample composition can be altered not only by underlying kidney impairments (i.e. filtration barrier damage and tubular injury) but also via neurohormonal and inflammatory activation, ageing, comorbidities, other medical conditions and pharmacological interventions. For instance, urinary sodium may help to predict the response to loop diuretic therapy in acute HF, while albuminuria is used as a risk marker and therapeutic target for the progression of cardiovascular and kidney diseases in chronic HF, especially when accompanied by kidney disease. However, these markers remain underutilized in clinical practice. This review paper underscores the role of urinary markers in HF, with a specific focus on: (i) the pathophysiologic mechanisms underlying urinary marker excretion, (ii) the prognostic values of urinary markers across diverse HF phenotypes and non-cardiovascular comorbidities (i.e. chronic kidney disease and diabetes), (iii) the impact of medical therapies on urinary markers, and (iv) existing knowledge gaps that challenge their implementation in clinical practice. The recommendations are aligned with current guidelines, evidence, and expert consensus.
一些尿液标志物反映疾病的严重程度,并有可能支持心力衰竭(HF)的管理。收集尿液样本既简单又便宜,尿液样本的成分不仅可以通过潜在的肾脏损伤(即过滤屏障损伤和肾小管损伤)改变,还可以通过神经激素和炎症激活、衰老、合并症、其他医疗条件和药物干预来改变。例如,尿钠可能有助于预测急性心衰患者对利尿剂循环治疗的反应,而蛋白尿则被用作慢性心衰患者心血管和肾脏疾病进展的风险标志物和治疗靶点,特别是当伴有肾脏疾病时。然而,这些标志物在临床实践中仍未得到充分利用。这篇综述文章强调了尿标记物在心衰中的作用,特别关注:(i)尿标记物排泄的病理生理机制,(ii)尿标记物在不同心衰表型和非心血管共病(如慢性肾脏疾病和糖尿病)中的预后价值,(iii)药物治疗对尿标记物的影响,以及(iv)挑战其在临床实践中的应用的现有知识差距。这些建议与现行指南、证据和专家共识一致。
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引用次数: 0
Shear-induced dysregulation of haemostasis during extracorporeal membrane oxygenation: From cells to circuit. 体外膜氧合过程中剪切诱导的止血失调:从细胞到回路。
IF 18.2 1区 医学 Q1 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2025-11-03 DOI: 10.1002/ejhf.70075
Danielle H Robinson,Karlheinz Peter,James D McFadyen
Extracorporeal membrane oxygenation (ECMO) is increasingly being utilized in critical care globally to allow for adequate oxygenation in patients with cardiac and/or respiratory failure. Unfortunately, haemostatic complications - both thrombotic and haemorrhagic - are commonplace. Well established contributors to haemostatic dysfunction include patient-level characteristics, features of ECMO itself and the requirement of systemic anticoagulation to prevent circuit-related thrombosis. Research has focused on understanding how ECMO devices impact upon cellular components, particularly platelets, and plasma proteins involved in coagulation through assessment of phenotypic changes and activation profiles. A central feature of ECMO is the significant haemodynamic disturbances cells and circulating proteins experience within ECMO circuits. Given the body of evidence detailing the effects of haemodynamic shear on circulating cells critical for haemostasis, there is renewed focus on understanding the impact of shear on haemostatic dysfunction in ECMO. In this review, we describe the current landscape of ECMO-associated thrombosis and haemorrhage, provide insights into the impact of anticoagulation on haemostatic complications and highlight research evaluating the impact of shear on circulating cells and plasma proteins involved in haemostasis. Finally, we also discuss potential modifiers of haemostatic complications with a focus on development of personalized diagnostic and management approaches.
体外膜氧合(ECMO)越来越多地用于全球重症监护,以便为心脏和/或呼吸衰竭患者提供足够的氧合。不幸的是,止血并发症-血栓和出血-是常见的。已知的止血功能障碍的影响因素包括患者水平的特征、ECMO本身的特征以及预防电路相关血栓形成的全身抗凝需求。研究的重点是通过评估表型变化和激活谱,了解ECMO设备如何影响细胞成分,特别是血小板和参与凝血的血浆蛋白。ECMO的一个中心特征是细胞和循环蛋白在ECMO回路中经历显著的血流动力学紊乱。鉴于大量证据详细说明了血流动力学剪切对止血关键的循环细胞的影响,因此人们重新关注剪切对ECMO中止血功能障碍的影响。在这篇综述中,我们描述了ecmo相关血栓形成和出血的现状,提供了抗凝对止血并发症影响的见解,并重点介绍了评估剪切对参与止血的循环细胞和血浆蛋白影响的研究。最后,我们还讨论了止血并发症的潜在修饰因素,重点是个性化诊断和管理方法的发展。
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引用次数: 0
Left ventricular transthyretin amyloid load and apical sparing in patients with newly confirmed transthyretin amyloid cardiomyopathy. 新确诊的转甲状腺蛋白淀粉样心肌病患者的左心室转甲状腺蛋白淀粉样负荷和心尖保留。
IF 18.2 1区 医学 Q1 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2025-10-30 DOI: 10.1002/ejhf.70077
Thomas Krammer,Maria J Baier,Vanessa Lutz,Anna-Christina Hübner,Tilman Zschiedrich,David Lukas,Christian Le Phu,Matthias Wolf,Claire Maassen,Michael Wester,Stefan Neef,Christian Schach,Can-Martin Sag,Katja Evert,Michael Paulus,Christine Meindl,Maria Tafelmeier,Kurt Debl,Lars S Maier,Stefan Wagner,Christoph Röcken,Julian Mustroph
AIMSTransthyretin amyloid cardiomyopathy (ATTR-CM) is marked by deposition of transthyretin amyloid in the myocardium. Patients present with symptoms of heart failure, left ventricular (LV) hypertrophy, diastolic dysfunction, and arrhythmias. Echocardiographic apical sparing, quantified via the relative apical sparing (RELAPS) pattern, is a hallmark imaging feature but its histopathological and clinical implications remain uncertain. This study investigated the association between apical sparing, myocardial amyloid load, and clinical phenotypes in newly diagnosed ATTR-CM.METHODS AND RESULTSWe prospectively enrolled 61 patients undergoing LV endomyocardial biopsy for suspected amyloidosis between May 2022 and May 2024. After histological confirmation, 56 patients with wild-type ATTR-CM were included. LV amyloid load was quantified from Congo red-stained endomyocardial biopsies. Echocardiographic parameters including global longitudinal strain (GLS) and RELAPS were assessed peri-interventionally. Clinical, laboratory, and imaging features were compared between patients with and without RELAPS. Patients with RELAPS had significantly higher LV amyloid load than those without. RELAPS was associated with elevated N-terminal pro-B-type natriuretic peptide levels, higher Perugini scores, lower GLS and atrial strain. No differences between patients with and without RELAPS were found regarding age or wall thickness. RELAPS correlated with markers of disease severity and atrial remodelling. The Perugini scores failed to distinguish intermediate levels of myocardial amyloid content in 71.1% of cases.CONCLUSIONSApical sparing reflects advanced myocardial involvement in ATTR-CM and correlates with increased amyloid load and biomarkers in a large endomyocardial biopsy collective. RELAPS, together with histological amyloid quantification, offers valuable insights for risk stratification and may guide therapeutic intervention in this progressive disease.
转甲状腺素淀粉样心肌病(atr - cm)以转甲状腺素淀粉样蛋白沉积在心肌中为标志。患者表现为心衰、左心室肥厚、舒张功能不全和心律失常。通过相对根尖保留(RELAPS)模式量化的超声心动图根尖保留是一个标志性的成像特征,但其组织病理学和临床意义仍不确定。本研究探讨了新诊断的atr - cm的根尖保留、心肌淀粉样蛋白负荷和临床表型之间的关系。方法和结果我们前瞻性地招募了61例在2022年5月至2024年5月期间因疑似淀粉样变而接受左室心肌内膜活检的患者。经组织学证实,纳入56例野生型atr - cm患者。通过刚果红染色心肌膜活检定量检测左室淀粉样蛋白载量。超声心动图参数包括总纵向应变(GLS)和RELAPS在介入期进行评估。比较有和无RELAPS患者的临床、实验室和影像学特征。RELAPS患者的左室淀粉样蛋白负荷明显高于无RELAPS患者。RELAPS与n端前b型利钠肽水平升高、较高的Perugini评分、较低的GLS和心房应变相关。有和没有RELAPS的患者在年龄和壁厚方面没有差异。RELAPS与疾病严重程度和心房重构标志物相关。在71.1%的病例中,Perugini评分不能区分中间水平的心肌淀粉样蛋白含量。结论:在大量心肌内膜活检集体中,apical sparing反映了atr - cm的晚期心肌受累,并与淀粉样蛋白负荷和生物标志物的增加相关。RELAPS与组织学淀粉样蛋白定量一起,为风险分层提供了有价值的见解,并可能指导这种进行性疾病的治疗干预。
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引用次数: 0
European Journal of Heart Failure expert consensus statement on transcatheter treatment of mitral regurgitation in heart failure. 欧洲心力衰竭杂志专家共识声明经导管治疗心力衰竭二尖瓣反流。
IF 18.2 1区 医学 Q1 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2025-10-30 DOI: 10.1002/ejhf.70043
Christos Iliadis,Marianna Adamo,Volker Rudolph,Nicole Karam,Ralph Stephan von Bardeleben,Stefan D Anker,Victoria Delgado,Jörg Hausleiter,Hannah Kempton,Marco Metra,Michael Böhm,Stephan Baldus
Secondary mitral regurgitation (SMR) is highly prevalent in patients with heart failure (HF), associated with poor prognosis, and its treatment is typically preceded by implementing pharmacotherapy for HF as well as cardiac resynchronization therapy. Given the increase in experience and important technological iterations, transcatheter mitral valve repair has witnessed increasing safety and efficacy. Recently, two randomized controlled trials extended the level of evidence for this intervention in patients with SMR: RESHAPE-HF2 randomized patients with less severe SMR to either medical therapy alone versus adjunct transcatheter repair, whereas the MATTERHORN trial compared surgical therapy with transcatheter mitral valve repair in patients with SMR and increased risk for surgery. These two trials have a potential impact on the indications of transcatheter repair. Here we discuss updated indications for transcatheter mitral valve therapy across the different subtypes of SMR, revisit the current body of evidence for transcatheter mitral valve repair and classify this technique into the current treatment hierarchy of SMR in patients with HF.
继发性二尖瓣反流(SMR)在心力衰竭(HF)患者中非常普遍,与预后不良有关,治疗前通常采用药物治疗HF和心脏再同步化治疗。由于经验的增加和重要的技术迭代,经导管二尖瓣修复的安全性和有效性越来越高。最近,两项随机对照试验扩大了对SMR患者进行这种干预的证据水平:shape - hf2将较轻的SMR患者随机分为单独药物治疗和辅助经导管修复,而MATTERHORN试验比较了SMR患者的手术治疗和经导管二尖瓣修复,手术风险增加。这两项试验对经导管修复的适应症有潜在的影响。在这里,我们讨论了经导管二尖瓣治疗不同类型SMR的最新适应症,回顾了目前经导管二尖瓣修复的证据,并将该技术分类为目前HF患者SMR的治疗等级。
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引用次数: 0
What's new in heart failure? October 2025 心力衰竭有什么新进展?2025年10月
IF 10.8 1区 医学 Q1 CARDIAC & CARDIOVASCULAR SYSTEMS Pub Date : 2025-10-30 DOI: 10.1002/ejhf.70064
Pau Codina, Matthew M.Y. Lee, Daniela Tomasoni, Alberto Aimo
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引用次数: 0
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European Journal of Heart Failure
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