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Artificial Intelligence Analysis of ECG to Determine Fractional Flow Reserve (FFR) 人工智能分析心电图以确定微小血流储备(FFR)
Pub Date : 2024-08-28 DOI: 10.1101/2024.08.27.24312672
Lukasz Kalinczuk, Kamil Ziel, Karol Artur Sadowski, Michael Leasure, Adam Butchy, Utkars Jain, Veronica Covalesky, Rafal Wolny, Marcin Demkow, Maksymilian Opolski, Gary Mintz
Background: The current gold standard of coronary artery disease (CAD) diagnosis is invasive angiography, during which fractional flow reserve (FFR) measurement may be performed to confirm the clinical significance of a stenosis. The yield of routine and indiscriminate FFR in identifying hemodynamically significant stenoses is low. To combat this, we have developed an artificial intelligence model, ECGio, designed to be deployed at the point of care to determine FFR through the analysis of a resting digital 12-lead electrocardiogram (ECG), a fast, real-time, cost-effective, widely accessible, and safe diagnostic method.This study assessed the ability of ECGio to train, tune, and test itself through a cross-validation paradigm to predict the presence of a reduced FFR in the left anterior descending artery in a patient population presenting for invasive FFR.Methods: In a single-center study the ECGs of 209 consecutive patients (61.3 ± 9.5 years, 35.4% female) from 2014 to 2021 were recorded within 7 days prior to angiography during which FFR was measured in the left anterior descending artery. Collected ECGs were used to train and test the AI model using a five-fold cross-validation methodology.Results: The ability of ECGio to predict the presence of a reduced FFR (<0.80) in this cohort was a sensitivity, specificity, PPV, NPV, Accuracy, and F-1 Score of 43.2%, 86.7%, 64.0%, 73.6%, 71.3%, and 51.6%, respectively.Conclusions: This study demonstrated the feasibility of using a deep learning AI algorithm to analyze a digital 12-lead ECG to provide a similar level of information as the invasive FFR.
背景:目前诊断冠状动脉疾病(CAD)的金标准是有创血管造影术,在造影过程中可进行分数血流储备(FFR)测量,以确认狭窄的临床意义。常规和不加区分的 FFR 测量在识别有血流动力学意义的狭窄方面收效甚微。为解决这一问题,我们开发了一种人工智能模型--ECGio,旨在通过分析静息数字 12 导联心电图(ECG)来确定 FFR,这是一种快速、实时、经济高效、可广泛使用且安全的诊断方法。本研究评估了 ECGio 通过交叉验证范式进行自我训练、调整和测试的能力,以预测有创 FFR 患者左前降支动脉 FFR 是否降低:在一项单中心研究中,记录了2014年至2021年连续209名患者(61.3±9.5岁,35.4%为女性)在血管造影术前7天内的心电图,在造影术中测量了左前降支动脉的FFR。收集到的心电图采用五倍交叉验证法训练和测试人工智能模型:结果:ECGio 预测队列中出现的 FFR 降低(<0.80)的敏感性、特异性、PPV、NPV、准确性和 F-1 评分分别为 43.2%、86.7%、64.0%、73.6%、71.3% 和 51.6%:这项研究证明了使用深度学习人工智能算法分析数字 12 导联心电图的可行性,该算法可提供与有创 FFR 类似水平的信息。
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引用次数: 0
Natural History, Phenotype Spectrum and Clinical Outcomes of Desmin (DES)-Associated Cardiomyopathy Desmin(DES)相关心肌病的自然史、表型谱和临床结果
Pub Date : 2024-08-26 DOI: 10.1101/2024.08.24.24311904
Babken Asatryan, Marina Rieder, Brittney Murray, Steven Anton Muller, Crystal Tichnell, Alessio Gasperetti, Richard T Carrick, Emily Joseph, Doris G Leung, Anneline te Riele, Stefan Loy Zimmerman, Hugh Calkins, Cynthia A. James, Andreas S. Barth
Background: Pathogenic/likely pathogenic (P/LP) desmin (DES) variants cause heterogeneous cardiomyopathy and/or skeletal myopathy phenotypes. Limited data suggest a high incidence of major adverse cardiac events (MACE), including cardiac conduction disease (CCD), sustained ventricular arrhythmias (VA), and heart failure (HF) events (HF hospitalization, LVAD/cardiac transplant, HF-related death), in patients with P/LP DES variants. However, pleiotropic presentation and small cohort sizes have limited clinical phenotype and outcome characterization. Objectives: We aimed to describe the natural history, phenotype spectrum, familial penetrance and outcomes in patients with P/LP DES variants through a systematic review and individual patient data meta-analysis using published reports. Methods: We searched Medline (PubMed) and Embase for studies that evaluated cardiac phenotypes in patients with P/LP DES variants. Cardiomyopathy diagnosis or occurrence of MACE were considered evidence of cardiac involvement/penetrance. Lifetime event-free survival from CCD, sustained VA, HF events, and composite MACE was assessed. Results: Out of 4,212 screened publications, 71 met the inclusion criteria. A total of 230 patients were included (52.6% male, 52.2% probands, median age: 31 years [22.0; 42.8] at first evaluation, median follow-up: 3 years [0; 11.0]). Overall, 124 (53.9%) patients were diagnosed with cardiomyopathy, predominantly dilated cardiomyopathy (14.8%), followed by restrictive cardiomyopathy (13.5%), whereas other forms were less common: arrhythmogenic cardiomyopathy (7.0%), hypertrophic cardiomyopathy (6.1%), arrhythmogenic right ventricular cardiomyopathy (5.2%), and other forms (7.4%). Overall, 132 (57.4%) patients developed MACE, with 96 [41.7%] having CCD, 36 [15.7%] sustained VA, and 43 [18.7%] HF events. Familial penetrance of cardiac disease was 63.6% among relatives with P/LP DES variants. Male sex was associated with increased risk of sustained VA (HR 2.28, p=0.02) and HF events (HR 2.45, p=0.008). Conclusions: DES cardiomyopathy exhibits heterogeneous phenotypes and distinct natural history, characterized by high familial penetrance and substantial MACE burden. Male patients face higher risk of sustained VA events.
背景:致病性/可能致病性(P/LP)desmin(DES)变体会导致不同的心肌病和/或骨骼肌病表型。有限的数据表明,P/LP DES 变体患者的主要心脏不良事件(MACE)发生率较高,包括心脏传导疾病(CCD)、持续性室性心律失常(VA)和心力衰竭(HF)事件(HF 住院、LVAD/心脏移植、HF 相关死亡)。然而,多变的表现形式和较小的队列规模限制了临床表型和结果特征的描述。研究目的我们旨在通过对已发表的报告进行系统回顾和个体患者数据荟萃分析,描述P/LP DES变异体患者的自然史、表型谱、家族渗透性和预后。方法:我们在 Medline (PubMed) 和 Embase 中检索了评估 P/LP DES 变异患者心脏表型的研究。心肌病诊断或MACE的发生被认为是心脏受累/遗传的证据。评估了CCD、持续VA、HF事件和复合MACE的终生无事件生存率。结果:在筛选出的 4,212 篇文献中,有 71 篇符合纳入标准。共纳入 230 名患者(52.6% 为男性,52.2% 为原发性,首次评估时的中位年龄:31 岁 [22.0; 42.8],中位随访时间:3 年 [0; 11.0])。总体而言,124 例(53.9%)患者被诊断为心肌病,主要是扩张型心肌病(14.8%),其次是限制型心肌病(13.5%),而其他形式的心肌病较少见:致心律失常性心肌病(7.0%)、肥厚型心肌病(6.1%)、致心律失常性右室心肌病(5.2%)和其他形式的心肌病(7.4%)。总体而言,132 例(57.4%)患者发生了 MACE,其中 96 例(41.7%)发生了 CCD,36 例(15.7%)发生了持续 VA,43 例(18.7%)发生了 HF 事件。在P/LP DES变体的亲属中,心脏疾病的家族渗透率为63.6%。男性性别与持续VA(HR 2.28,P=0.02)和HF事件(HR 2.45,P=0.008)风险增加有关。结论DES心肌病表现出异质性表型和独特的自然史,其特点是高家族渗透性和巨大的MACE负担。男性患者发生持续 VA 事件的风险更高。
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引用次数: 0
Unstable carotid plaque characteristics increase between 2010-2021 in carotid endarterectomy patients 2010-2021 年颈动脉内膜切除术患者中不稳定颈动脉斑块特征增加
Pub Date : 2024-08-26 DOI: 10.1101/2024.08.26.24312602
Tetiana Motsak, Barend M. Mol, Joost Hoekstra, Gerard Pasterkamp, Gert J. de Borst, Dominique De Kleijn
Background: Over the past decades, carotid plaque characteristics have been studied in association with previous symptoms and future cardiovascular events. We showed that destabilizing atherosclerotic plaque characteristics in carotid atherectomy patients between 2002 -2011 were decreasing. Time-dependent changes in plaque composition in the last decade, however, have not been studied. In this study, we investigate carotid plaque characteristics in carotid endarterectomy patients over the last decade. Methods: Atherosclerotic plaques from 1,362 carotid endarterectomy patients included in the Athero-Express biobank between 2010 and 2021 were analyzed to examine time dependent changes in histological plaque characteristics in intervals of 2 years. These results were compared with our previous time dependent plaque composition data between 2002-2011. Results: In contrast to the period 2002-2011 where vulnerable plaque characteristics were decreasing, the period 2010-2021 showed significant increase in vulnerable plaque characteristics: large lipid cores, intraplaque hemorrhage, macrophages, and calcification. When adjusted for confounders related to these plaque characteristics, such as time to operation and pre-operative symptoms, the adjusted odds ratios per 2 years increase in time were 1,177 (95% confidence interval, 1,070-1,293; p<0,001) for calcification, 1,352 (95% confidence interval, 1,229-1,487; p<0,000) for intraplaque hemorrhage, 1,277 (95% confidence interval, 1,159-1,407; p<0,000) for plaques consisting of >40% of fat and 1,388 (95% confidence interval, 1,262-1,528; p<0,000) for macrophages. Conclusion:Our study shows an increase in plaque characteristics associated with plaque vulnerability in 2010-2021 despite an overall decrease in cardiovascular mortality in Western Europe. Keywords: Plaque vulnerability, Atherosclerosis, Carotid endarterectomy, Time dependent changes
背景:过去几十年来,人们一直在研究颈动脉斑块特征与既往症状和未来心血管事件的关系。我们的研究表明,2002-2011年间颈动脉粥样硬化斑块切除术患者的不稳定斑块特征正在减少。然而,过去十年中斑块组成随时间发生的变化尚未得到研究。在本研究中,我们调查了过去十年颈动脉内膜切除术患者颈动脉斑块的特征。研究方法分析了2010年至2021年期间纳入Athero-Express生物库的1,362名颈动脉内膜切除术患者的动脉粥样硬化斑块,以研究组织学斑块特征在2年时间间隔内的时间依赖性变化。这些结果与我们之前在 2002-2011 年间获得的斑块组成随时间变化的数据进行了比较。结果:与2002-2011年期间易损斑块特征减少相反,2010-2021年期间易损斑块特征显著增加:大脂核、斑块内出血、巨噬细胞和钙化。当调整与这些斑块特征相关的混杂因素(如手术时间和术前症状)后,钙化每增加 2 年的调整后几率比为 1,177 (95% 置信区间,1,070-1,293;p<;0,001),斑块内出血为1,352(95% 置信区间,1,229-1,487;p<0,000),由>40% 脂肪组成的斑块为1,277(95% 置信区间,1,159-1,407;p<0,000),巨噬细胞为1,388(95% 置信区间,1,262-1,528;p<0,000)。结论:我们的研究表明,尽管西欧心血管死亡率总体下降,但2010-2021年与斑块易损性相关的斑块特征有所增加。关键词斑块易损性 动脉粥样硬化 颈动脉内膜切除术 时间依赖性变化
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引用次数: 0
Tracking the pre-clinical progression of transthyretin amyloid cardiomyopathy using artificial intelligence-enabled electrocardiography and echocardiography 利用人工智能心电图和超声心动图追踪转甲状腺素淀粉样变性心肌病的临床前期进展
Pub Date : 2024-08-26 DOI: 10.1101/2024.08.25.24312556
Evangelos K Oikonomou, Veer Sangha, Sumukh Vasisht Shankar, Andreas Coppi, Harlan Krumholz, Khurram Nasir, Edward J Miller, Cesia Gallegos-Kattan, Sadeer G. Al-Kindi, Rohan Khera
Background and Aims: Diagnosing transthyretin amyloid cardiomyopathy (ATTR-CM) requires advanced imaging, precluding large-scale testing for pre-clinical disease. We examined the application of artificial intelligence (AI) to echocardiography (TTE) and electrocardiography (ECG) as a scalable strategy to quantify pre-clinical trends in ATTR-CM. Methods: Across age/sex-matched case-control datasets in the Yale-New Haven Health System (YNHHS) we trained deep learning models to identify ATTR-CM-specific signatures on TTE videos and ECG images (area under the curve of 0.93 and 0.91, respectively). We deployed these across all studies of individuals referred for cardiac nuclear amyloid imaging in an independent population at YNHHS and an external population from the Houston Methodist Hospitals (HMH) to define longitudinal trends in AI-defined probabilities for ATTR-CM using age/sex-adjusted linear mixed models, and describe discrimination metrics during the early pre-clinical stage. Results: Among 984 participants referred for cardiac nuclear amyloid imaging at YNHHS (median age 74 years, 44.3% female) and 806 at HMH (69 years, 34.5% female), 112 (11.4%) and 174 (21.6%) tested positive for ATTR-CM, respectively. Across both cohorts and modalities, AI-defined ATTR-CM probabilities derived from 7,423 TTEs and 32,205 ECGs showed significantly faster progression rates in the years before clinical diagnosis in cases versus controls (p for time x group interaction ≤0.004). In the one-to-three-year window before cardiac nuclear amyloid imaging sensitivity/specificity metrics were estimated at 86.2%/44.2% [YNHHS] vs 65.7%/65.5% [HMH] for AI-Echo, and 89.8%/40.6% [YNHHS] vs 88.5%/35.1% [HMH] for AI-ECG. Conclusions: We demonstrate that AI tools for echocardiographic videos and ECG images can enable scalable identification of pre-clinical ATTR-CM, flagging individuals who may benefit from risk-modifying therapies.
背景和目的:诊断转甲状腺素淀粉样变性心肌病(ATTR-CM)需要先进的成像技术,因此无法对临床前疾病进行大规模检测。我们研究了将人工智能(AI)应用于超声心动图(TTE)和心电图(ECG)作为量化 ATTR-CM 临床前趋势的可扩展策略。方法:在耶鲁-纽黑文健康系统(YNHHS)的年龄/性别匹配病例对照数据集上,我们训练了深度学习模型,以识别 TTE 视频和心电图图像上的 ATTR-CM 特异性特征(曲线下面积分别为 0.93 和 0.91)。我们在 YNHHS 的独立人群和休斯顿卫理公会医院(HMH)的外部人群中转诊进行心脏核淀粉样蛋白成像的所有研究中部署了这些模型,以使用年龄/性别调整线性混合模型定义 ATTR-CM 的 AI 定义概率的纵向趋势,并描述早期临床前阶段的分辨指标。结果:在云南新华医院(中位年龄 74 岁,44.3% 为女性)和哈医大一院(中位年龄 69 岁,34.5% 为女性)转诊的 984 名心脏核淀粉样蛋白成像患者中,分别有 112 人(11.4%)和 174 人(21.6%)检测出 ATTR-CM 阳性。在两个队列和两种模式中,从 7,423 张 TTE 和 32,205 张心电图得出的 AI 定义的 ATTR-CM 概率显示,病例与对照组相比,临床诊断前几年的进展速度明显更快(时间 x 组间交互作用 p ≤0.004)。在心脏核淀粉样蛋白成像前的一至三年窗口期,AI-Echo 的敏感性/特异性指标估计为 86.2%/44.2% [YNHHS] vs 65.7%/65.5% [HMH],AI-ECG 的敏感性/特异性指标估计为 89.8%/40.6% [YNHHS] vs 88.5%/35.1% [HMH]。结论:我们证明,针对超声心动图视频和心电图图像的人工智能工具能够对临床前 ATTR-CM 进行可扩展的识别,并标记出可能从风险调整疗法中获益的个体。
{"title":"Tracking the pre-clinical progression of transthyretin amyloid cardiomyopathy using artificial intelligence-enabled electrocardiography and echocardiography","authors":"Evangelos K Oikonomou, Veer Sangha, Sumukh Vasisht Shankar, Andreas Coppi, Harlan Krumholz, Khurram Nasir, Edward J Miller, Cesia Gallegos-Kattan, Sadeer G. Al-Kindi, Rohan Khera","doi":"10.1101/2024.08.25.24312556","DOIUrl":"https://doi.org/10.1101/2024.08.25.24312556","url":null,"abstract":"Background and Aims: Diagnosing transthyretin amyloid cardiomyopathy (ATTR-CM) requires advanced imaging, precluding large-scale testing for pre-clinical disease. We examined the application of artificial intelligence (AI) to echocardiography (TTE) and electrocardiography (ECG) as a scalable strategy to quantify pre-clinical trends in ATTR-CM. Methods: Across age/sex-matched case-control datasets in the Yale-New Haven Health System (YNHHS) we trained deep learning models to identify ATTR-CM-specific signatures on TTE videos and ECG images (area under the curve of 0.93 and 0.91, respectively). We deployed these across all studies of individuals referred for cardiac nuclear amyloid imaging in an independent population at YNHHS and an external population from the Houston Methodist Hospitals (HMH) to define longitudinal trends in AI-defined probabilities for ATTR-CM using age/sex-adjusted linear mixed models, and describe discrimination metrics during the early pre-clinical stage. Results: Among 984 participants referred for cardiac nuclear amyloid imaging at YNHHS (median age 74 years, 44.3% female) and 806 at HMH (69 years, 34.5% female), 112 (11.4%) and 174 (21.6%) tested positive for ATTR-CM, respectively. Across both cohorts and modalities, AI-defined ATTR-CM probabilities derived from 7,423 TTEs and 32,205 ECGs showed significantly faster progression rates in the years before clinical diagnosis in cases versus controls (p for time x group interaction ≤0.004). In the one-to-three-year window before cardiac nuclear amyloid imaging sensitivity/specificity metrics were estimated at 86.2%/44.2% [YNHHS] vs 65.7%/65.5% [HMH] for AI-Echo, and 89.8%/40.6% [YNHHS] vs 88.5%/35.1% [HMH] for AI-ECG. Conclusions: We demonstrate that AI tools for echocardiographic videos and ECG images can enable scalable identification of pre-clinical ATTR-CM, flagging individuals who may benefit from risk-modifying therapies.","PeriodicalId":501297,"journal":{"name":"medRxiv - Cardiovascular Medicine","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-08-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142218992","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Evaluating the clinical effectiveness and patient experience of an AI-based digital tool for home-based blood pressure management 评估基于人工智能的家庭血压管理数字工具的临床效果和患者体验
Pub Date : 2024-08-26 DOI: 10.1101/2024.08.25.24312553
Alan Jelic, Igor Sesto, Luka Rotkvic, Luka Pavlovic, Nikola Erceg, Nina Sesto, Zeljko Kraljevic, Joshua Au Yeung, Amos A Folarin, Richard Dobson, Petroula Laiou
Hypertension, a prevalent cardiovascular condition, requires effective management of multimodal health risk factors. This study examines the effectiveness of a digital health tool designed for hypertension management and explores user perspectives on its utility. We analyse a cohort of 5,136 participants who used the digital tool, which provides continuous blood pressure monitoring, real-time feedback, and personalized health recommendations. Our results show that users achieve significant reduction in their blood pressure values and this reduction is positively correlated with the duration for which users report their blood pressure values. Additionally, we obtain high retention rates even after one year of using the digital tool. User feedback was collected through an online survey revealing high satisfaction rates. Participants highlighted the tool's ease of use, and felt less anxious. Overall, our study demonstrates the potential of digital health tools in enhancing hypertension management and highlights the importance of user-centred design in developing effective health interventions.
高血压是一种常见的心血管疾病,需要对多种健康风险因素进行有效管理。本研究考察了专为高血压管理设计的数字健康工具的有效性,并探讨了用户对其实用性的看法。我们分析了使用该数字工具的 5136 名参与者,该工具提供连续血压监测、实时反馈和个性化健康建议。我们的研究结果表明,用户的血压值明显下降,而且这种下降与用户报告血压值的持续时间呈正相关。此外,即使在使用数字工具一年后,我们仍获得了较高的保留率。我们通过在线调查收集了用户反馈,结果显示用户满意度很高。参与者强调了工具的易用性,并减少了焦虑感。总之,我们的研究证明了数字健康工具在加强高血压管理方面的潜力,并强调了以用户为中心的设计在开发有效健康干预措施方面的重要性。
{"title":"Evaluating the clinical effectiveness and patient experience of an AI-based digital tool for home-based blood pressure management","authors":"Alan Jelic, Igor Sesto, Luka Rotkvic, Luka Pavlovic, Nikola Erceg, Nina Sesto, Zeljko Kraljevic, Joshua Au Yeung, Amos A Folarin, Richard Dobson, Petroula Laiou","doi":"10.1101/2024.08.25.24312553","DOIUrl":"https://doi.org/10.1101/2024.08.25.24312553","url":null,"abstract":"Hypertension, a prevalent cardiovascular condition, requires effective management of multimodal health risk factors. This study examines the effectiveness of a digital health tool designed for hypertension management and explores user perspectives on its utility. We analyse a cohort of 5,136 participants who used the digital tool, which provides continuous blood pressure monitoring, real-time feedback, and personalized health recommendations. Our results show that users achieve significant reduction in their blood pressure values and this reduction is positively correlated with the duration for which users report their blood pressure values. Additionally, we obtain high retention rates even after one year of using the digital tool. User feedback was collected through an online survey revealing high satisfaction rates. Participants highlighted the tool's ease of use, and felt less anxious. Overall, our study demonstrates the potential of digital health tools in enhancing hypertension management and highlights the importance of user-centred design in developing effective health interventions.","PeriodicalId":501297,"journal":{"name":"medRxiv - Cardiovascular Medicine","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-08-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142218990","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Evaluation of EUROSCORE II to determine the prognosis of patients with moderate-to-severe aortic stenosis: a long-term retrospective study 用 EUROSCORE II 评估中重度主动脉瓣狭窄患者的预后:一项长期回顾性研究
Pub Date : 2024-08-26 DOI: 10.1101/2024.08.23.24312516
Jilin Li
Background and AimsAortic stenosis (AS) was a prevalent heart valve disease whose morbidity and mortality can be reduced by aortic valve replacement (AVR) . EUROSCORE II assesses the perioperative mortality of severe AS patients undergoing AVR. This study explored EUROSCORE II's prognostic value for long-term all-cause mortality of Chinese patients with moderate-to-severe AS and determined whether AVR affects this.MethodsAllocated to four groups following the EUROSCORE II (cut-off value of 4% ) and whether performed AVR, 544 patients with moderate-to-severe AS were enrolled. Baseline data, Kaplan-Meier, Cox regression and subgroup analysis were used to analyse the relationship between EUROSCORE II and participants' all-cause mortality. Furthermore, ROC analysis determining the optimal cut-off value of EUROSCORE II was utilized.ResultsDuring a median follow-up of 41.4 months, 177 (21.5%) participants reached the endpoint, with higher risks (EUROSCORE II ≥4%) and no AVR exhibited significantly increased all-cause mortality rates compared to other groups (55.4% vs. 6.5%, 13.4%, and 32.7%; P<0.001). Kaplan-Meier curves confirmed these findings (log-rank test P<0.001). Cox regression analysis revealed a 6.891-fold higher risk (HR, 6.891; 95% CI, 3.083-15.401; P<0.001) in patients without AVR with higher EUROSCORE II. The adjusted model (P<0.01) and subgroup analyses (without AVR P=0.001; with AVR P=0.029) supported EUROSCORE II's prognostic value for all-cause mortality. The optimal EUROSCORE II cut-off for predicting all-cause mortality in patients without AVR was 2.23% (AUC 0.675).ConclusionsEUROSCORE II (cut-off value 4%) and AVR independently impact the long-term prognosis of patients with moderate-to-severe AS.
背景和目的主动脉瓣狭窄(AS)是一种常见的心脏瓣膜疾病,主动脉瓣置换术(AVR)可降低其发病率和死亡率。EUROSCORE II 评估了接受主动脉瓣置换术的严重 AS 患者的围手术期死亡率。本研究探讨了 EUROSCORE II 对中国中重度 AS 患者长期全因死亡率的预后价值,并确定 AVR 是否会对此产生影响。采用基线数据、Kaplan-Meier、Cox回归和亚组分析来分析EUROSCORE II与参与者全因死亡率之间的关系。结果在中位 41.4 个月的随访期间,177 名(21.5%)参与者达到终点,与其他组别相比,风险较高(EUROSCORE II ≥4%)和未进行 AVR 的参与者的全因死亡率显著增加(55.4% vs. 6.5%、13.4% 和 32.7%;P<0.001)。卡普兰-梅耶曲线证实了这些发现(对数秩检验 P<0.001)。Cox 回归分析显示,EUROSCORE II 较高的未行 AVR 患者的风险高出 6.891 倍(HR,6.891;95% CI,3.083-15.401;P<0.001)。调整模型(P<0.01)和亚组分析(无 AVR P=0.001;有 AVR P=0.029)支持 EUROSCORE II 对全因死亡率的预后价值。预测无 AVR 患者全因死亡率的最佳 EUROSCORE II 临界值为 2.23%(AUC 0.675)。
{"title":"Evaluation of EUROSCORE II to determine the prognosis of patients with moderate-to-severe aortic stenosis: a long-term retrospective study","authors":"Jilin Li","doi":"10.1101/2024.08.23.24312516","DOIUrl":"https://doi.org/10.1101/2024.08.23.24312516","url":null,"abstract":"Background and Aims\u0000Aortic stenosis (AS) was a prevalent heart valve disease whose morbidity and mortality can be reduced by aortic valve replacement (AVR) . EUROSCORE II assesses the perioperative mortality of severe AS patients undergoing AVR. This study explored EUROSCORE II's prognostic value for long-term all-cause mortality of Chinese patients with moderate-to-severe AS and determined whether AVR affects this.\u0000Methods\u0000Allocated to four groups following the EUROSCORE II (cut-off value of 4% ) and whether performed AVR, 544 patients with moderate-to-severe AS were enrolled. Baseline data, Kaplan-Meier, Cox regression and subgroup analysis were used to analyse the relationship between EUROSCORE II and participants' all-cause mortality. Furthermore, ROC analysis determining the optimal cut-off value of EUROSCORE II was utilized.\u0000Results\u0000During a median follow-up of 41.4 months, 177 (21.5%) participants reached the endpoint, with higher risks (EUROSCORE II ≥4%) and no AVR exhibited significantly increased all-cause mortality rates compared to other groups (55.4% vs. 6.5%, 13.4%, and 32.7%; P&lt;0.001). Kaplan-Meier curves confirmed these findings (log-rank test P&lt;0.001). Cox regression analysis revealed a 6.891-fold higher risk (HR, 6.891; 95% CI, 3.083-15.401; P&lt;0.001) in patients without AVR with higher EUROSCORE II. The adjusted model (P&lt;0.01) and subgroup analyses (without AVR P=0.001; with AVR P=0.029) supported EUROSCORE II's prognostic value for all-cause mortality. The optimal EUROSCORE II cut-off for predicting all-cause mortality in patients without AVR was 2.23% (AUC 0.675).\u0000Conclusions\u0000EUROSCORE II (cut-off value 4%) and AVR independently impact the long-term prognosis of patients with moderate-to-severe AS.","PeriodicalId":501297,"journal":{"name":"medRxiv - Cardiovascular Medicine","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-08-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142218971","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Triangulating Evidence for Antihypertensive Drug Class Efficacy on Cardiovascular and Metabolic Outcomes Using Mendelian Randomisation and Colocalisation 利用孟德尔随机化和共定位技术三角测量抗高血压药物类别对心血管和代谢结果的疗效证据
Pub Date : 2024-08-23 DOI: 10.1101/2024.08.22.24312458
Nhu Ngoc Le, Tran Quoc Bao Tran, John D. McClure, Dipender Gill, Sandosh Padmanabhan
BackgroundCurrent hypertension treatment guidelines typically recommend a standardised approach, which may not account for the inter-individual variability in blood pressure (BP) response or the complex causation of hypertension. This study aims to investigate the heterogeneity of responses to a broad range of antihypertensive drugs across various cardiometabolic and renal outcomes.MethodsThis study employed an integrative approach combining Mendelian randomisation (MR), summary-based MR (SMR), and colocalisation analyses to investigate the impact of BP lowering and the efficacy of seventeen antihypertensive drug classes on the risk of coronary artery disease (CAD), myocardial infarction (MI), atrial fibrillation (AF), heart failure (HF), ischemic stroke, chronic kidney disease (CKD), and type 2 diabetes (T2D). Genetic association and gene expression summary data were obtained from the largest European ancestry GWAS and GTEx v8 for 29 tissues that were broadly relevant to the pathophysiology of cardiovascular outcomes included.ResultsThe genetic evidence supported that lower SBP was universally beneficial, causally associated with reduced risks of all studied outcomes. The association of genetically predicted SBP lowering varied significantly depending on the antihypertensive drug class, revealing heterogeneity in their impact on different health outcomes. Novel MR associations were identified, including protective effects of endothelin receptor antagonists, sGC stimulators, and PDE5 inhibitors against CAD (per 10-mmHg decrease in SBP, OR range = 0.197 - 0.348) and ischemic stroke (OR range = 0.218 - 0.686); and sGC stimulators and PDE5 inhibitors against CKD risk (OR range = 0.532 - 0.55). SMR and colocalisation analyses include evidence for GUCY1A3 and CAD and MI risk, KCNH2 with AF risk, and PDE5A with CAD risk. ConclusionsOur results support potential differential impacts of antihypertensive drug classes on cardiometabolic and renal outcomes, underscoring the potential for personalised therapy. Future research should validate these findings across diverse populations and explore the mechanistic pathways between antihypertensive BP modulation and health outcomes.
背景目前的高血压治疗指南通常建议采用标准化方法,但这可能无法解释血压(BP)反应的个体差异或高血压的复杂病因。本研究旨在调查各种抗高血压药物对各种心脏代谢和肾脏结果反应的异质性。方法本研究采用孟德尔随机化(MR)、基于摘要的MR(SMR)和共定位分析相结合的综合方法,研究降低血压和17类降压药的疗效对冠心病(CAD)、心肌梗死(MI)、心房颤动(AF)、心力衰竭(HF)、缺血性中风、慢性肾病(CKD)和2型糖尿病(T2D)风险的影响。从最大的欧洲血统 GWAS 和 GTEx v8 中获得了 29 种组织的遗传关联和基因表达摘要数据,这些数据与心血管疾病的病理生理学广泛相关。基因预测的 SBP 降低与降压药物类别的关联存在显著差异,揭示了降压药物对不同健康结果影响的异质性。研究发现了新的 MR 关联,包括内皮素受体拮抗剂、sGC 刺激剂和 PDE5 抑制剂对冠状动脉粥样硬化症(SBP 每降低 10 mmHg,OR 范围 = 0.197 - 0.348)和缺血性中风(OR 范围 = 0.218 - 0.686)的保护作用;以及 sGC 刺激剂和 PDE5 抑制剂对慢性肾脏病风险的保护作用(OR 范围 = 0.532 - 0.55)。SMR 和共定位分析包括 GUCY1A3 与 CAD 和 MI 风险、KCNH2 与房颤风险以及 PDE5A 与 CAD 风险相关的证据。结论我们的研究结果支持抗高血压药物类别对心脏代谢和肾脏结局的潜在不同影响,强调了个性化治疗的潜力。未来的研究应在不同人群中验证这些发现,并探索降压药血压调节与健康结果之间的机理途径。
{"title":"Triangulating Evidence for Antihypertensive Drug Class Efficacy on Cardiovascular and Metabolic Outcomes Using Mendelian Randomisation and Colocalisation","authors":"Nhu Ngoc Le, Tran Quoc Bao Tran, John D. McClure, Dipender Gill, Sandosh Padmanabhan","doi":"10.1101/2024.08.22.24312458","DOIUrl":"https://doi.org/10.1101/2024.08.22.24312458","url":null,"abstract":"Background\u0000Current hypertension treatment guidelines typically recommend a standardised approach, which may not account for the inter-individual variability in blood pressure (BP) response or the complex causation of hypertension. This study aims to investigate the heterogeneity of responses to a broad range of antihypertensive drugs across various cardiometabolic and renal outcomes.\u0000Methods\u0000This study employed an integrative approach combining Mendelian randomisation (MR), summary-based MR (SMR), and colocalisation analyses to investigate the impact of BP lowering and the efficacy of seventeen antihypertensive drug classes on the risk of coronary artery disease (CAD), myocardial infarction (MI), atrial fibrillation (AF), heart failure (HF), ischemic stroke, chronic kidney disease (CKD), and type 2 diabetes (T2D). Genetic association and gene expression summary data were obtained from the largest European ancestry GWAS and GTEx v8 for 29 tissues that were broadly relevant to the pathophysiology of cardiovascular outcomes included.\u0000Results\u0000The genetic evidence supported that lower SBP was universally beneficial, causally associated with reduced risks of all studied outcomes. The association of genetically predicted SBP lowering varied significantly depending on the antihypertensive drug class, revealing heterogeneity in their impact on different health outcomes. Novel MR associations were identified, including protective effects of endothelin receptor antagonists, sGC stimulators, and PDE5 inhibitors against CAD (per 10-mmHg decrease in SBP, OR range = 0.197 - 0.348) and ischemic stroke (OR range = 0.218 - 0.686); and sGC stimulators and PDE5 inhibitors against CKD risk (OR range = 0.532 - 0.55). SMR and colocalisation analyses include evidence for GUCY1A3 and CAD and MI risk, KCNH2 with AF risk, and PDE5A with CAD risk. Conclusions\u0000Our results support potential differential impacts of antihypertensive drug classes on cardiometabolic and renal outcomes, underscoring the potential for personalised therapy. Future research should validate these findings across diverse populations and explore the mechanistic pathways between antihypertensive BP modulation and health outcomes.","PeriodicalId":501297,"journal":{"name":"medRxiv - Cardiovascular Medicine","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-08-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142218991","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Automated Coronary Artery Calcium Scoring Using Convolutional Neural Networks: Enhancing Cardiovascular Risk Assessment in Chest CT Scans 利用卷积神经网络自动进行冠状动脉钙化评分:加强胸部 CT 扫描中的心血管风险评估
Pub Date : 2024-08-22 DOI: 10.1101/2024.08.12.24311774
Masab Mansoor, David J Grindem
Background: Coronary artery calcium (CAC) scoring is valuable for cardiovascular risk assessment but often time-consuming and subject to variability. This study aimed to develop and validate a convolutional neural network (CNN) model for automated CAC scoring in chest CT scans, potentially enhancing efficiency and accuracy.Methods: We utilized 10,000 chest CT scans from a public dataset, split into training (n=7,000), validation (n=1,500), and testing (n=1,500) sets. A 3D CNN model based on ResNet-50 was developed and trained for CAC detection and quantification. Performance was evaluated on the test set and compared to manual scoring by three experienced radiologists.Results: The CNN model achieved 93.7% accuracy in detecting CAC, with 87.4% sensitivity and 92.1% specificity for identifying clinically significant CAC (Agatston score >100) in the test set (n=1,500). The model showed strong correlation with manual CAC scores (r=0.89, p<0.001). Automated scoring reduced processing time by 78% compared to manual techniques, averaging 18.3 seconds per scan. The model demonstrated consistent performance across diverse patient demographics and CT types. In a subset of patients with follow-up data (n=500), the model's risk stratification was comparable to the Framingham Risk Score in predicting cardiovascular events (AUC 0.76 vs 0.74, p=0.09).Conclusions: The CNN-based automated CAC scoring system demonstrated high accuracy and efficiency, potentially enabling more widespread cardiovascular risk assessment in routine chest CT scans. Future research should focus on prospective validation and investigation of long-term patient outcomes when integrating this technology into clinical practice.
背景:冠状动脉钙化(CAC)评分对心血管风险评估很有价值,但往往费时费力,且存在变异性。本研究旨在开发和验证一种卷积神经网络(CNN)模型,用于胸部 CT 扫描中的自动 CAC 评分,从而提高效率和准确性:我们利用了公共数据集中的 10,000 份胸部 CT 扫描,将其分为训练集(n=7,000)、验证集(n=1,500)和测试集(n=1,500)。开发并训练了基于 ResNet-50 的三维 CNN 模型,用于 CAC 检测和量化。对测试集的性能进行了评估,并与三位经验丰富的放射科医生的人工评分进行了比较:结果:CNN 模型检测 CAC 的准确率达到 93.7%,在测试集(n=1,500)中识别有临床意义的 CAC(Agatston 评分 >100)的灵敏度为 87.4%,特异度为 92.1%。该模型与人工 CAC 评分显示出很强的相关性(r=0.89,p<0.001)。与人工技术相比,自动评分减少了 78% 的处理时间,平均每次扫描时间为 18.3 秒。该模型在不同的患者人口统计学和 CT 类型中表现出一致的性能。在有随访数据的患者子集中(n=500),该模型的风险分层在预测心血管事件方面与弗雷明汉风险评分相当(AUC 0.76 vs 0.74,p=0.09):结论:基于 CNN 的 CAC 自动评分系统显示出很高的准确性和效率,有可能在常规胸部 CT 扫描中更广泛地进行心血管风险评估。未来的研究应侧重于前瞻性验证和调查将该技术融入临床实践时患者的长期疗效。
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引用次数: 0
Application of the J-CTO Score to Intraplaque Guidewire Tracking-Based Recanalization for In-Stent Chronic Total Occlusions 将 J-CTO 评分应用于基于斑块内导丝跟踪的支架内慢性全闭塞再通术
Pub Date : 2024-08-22 DOI: 10.1101/2024.08.21.24312395
Chieh-Yu Chen, Chi-Hung Huang, Jen-Fang Cheng, Chien-Lin Lee, Jiunn-Yang Chiang, Shih-Chi Liu, Chi-Jen Chang, Chia-Pin Lin, Cheng-Ting Tsai, Jun-Ting Liu, Chia-Ti Tsai, Yi-Chih Wang, Juey-Jen Hwang
Background: The application of the J-CTO score for in-stent chronic total occlusion (CTO) recanalization remains unclear. We aimed to compare the role of J-CTO score in in-stent and de novo CTO interventions using intraplaque guidewire tracking techniques.Methods: The application of the J-CTO score to assess procedural feasibility and guidewire crossing time for in-stent (N=74, 14.6%) and de novo CTO (N=434, 85.4%) interventions was evaluated in consecutive 508 patients (64.1±11.6 years, 446 men). Failed intraplaque tracking (N=3) or guidewires crossing (N=35) was considered procedural failures (38/508=7.5%).Results: The procedural success rate for de novo CTOs significantly declined when the J-CTO score was >2 (85 vs. ≤2: 97%, p<0.001), but was comparable for in-stent CTOs (>2: 96 vs. ≤2: 100%, p=0.400). Among 470 patients with successful recanalization, the guidewire crossing time ≥30 minutes was required less for in-stent than for de novo CTOs (OR=0.40, 95% CI=0.18-0.86) with J-CTO score ≥2 in multivariate analysis. For those with successful antegrade-only wiring, the guidewire crossing time shown by Kaplan-Meier curves was significantly related to the J-CTO score for either in-stent (N=72) or de novo (N=370) CTOs (both p<0.001 by log-rank test). However, only blunt stump (15.0±5.6 min) and occlusion ≥20mm (16.2±5.6 min) were independent time-determining factors of guidewire crossing (both p<0.01) for in-stent CTOs. Conclusion: With the intraplaque tracking strategy, the effects of the J-CTO score on procedural feasibility and guidewire crossing time differ for in-stent and de novo CTOs. Therefore, the J-CTO score should be cautiously interpreted during in-stent CTO interventions.
背景:J-CTO评分在支架内慢性全闭塞(CTO)再通中的应用仍不明确。我们旨在比较 J-CTO 评分在使用斑块内导丝追踪技术进行支架内和新生 CTO 干预中的作用:我们对连续 508 例患者(64.1±11.6 岁,446 例男性)应用 J-CTO 评分评估支架内(74 例,14.6%)和新生 CTO(434 例,85.4%)介入的手术可行性和导丝穿越时间进行了评估。斑块内追踪失败(3例)或导丝穿越失败(35例)被视为手术失败(38/508=7.5%):结果:当J-CTO评分为>2时,新发CTO的手术成功率明显下降(85 vs. ≤2:97%,p<0.001),但支架内CTO的手术成功率相当(>2:96 vs. ≤2:100%,p=0.400)。在470例成功再通畅的患者中,在多变量分析中,J-CTO评分≥2的支架内CTO比新生CTO所需的导丝穿越时间≥30分钟更少(OR=0.40,95% CI=0.18-0.86)。对于成功进行纯抗降级布线的患者,Kaplan-Meier 曲线显示的导丝穿越时间与支架内(72 例)或新生(370 例)CTO 的 J-CTO 评分显著相关(对数秩检验均为 p<0.001)。然而,对于支架内 CTO,只有钝残端(15.0±5.6 分钟)和闭塞≥20 毫米(16.2±5.6 分钟)是导丝穿越的独立时间决定因素(均为 p<0.01)。结论在斑块内追踪策略下,J-CTO 评分对支架内和新生 CTO 的手术可行性和导丝穿刺时间的影响是不同的。因此,在对支架内 CTO 进行介入治疗时,应谨慎解释 J-CTO 评分。
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引用次数: 0
Intraventricular Pressure Difference by Blood Speckle Tracking - Invasive Validation and Clinical Application 通过血液斑点跟踪测量脑室内压差 - 侵入式验证和临床应用
Pub Date : 2024-08-21 DOI: 10.1101/2024.08.20.24312326
Kristian Soerensen, Solveig Fadnes, Wadi Mawad, Matthew Henry, Hans Martin Flade, Andreas Østvik, Tor Åge Myklebust, Idar Kirkeby-Garstad, Lasse Løvstakken, Luc Mertens, Siri Ann Nyrnes
Background Early diastolic relaxation creates an intraventricular pressure difference (IVPD) and resulting diastolic suction. Non-invasive estimation by echocardiographic techniques would allow to clinically evaluate this IVPD as an important component of ventricular filling. Recently, Blood Speckle Tracking (BST) echocardiography was introduced, allowing two-dimensional assessment of ventricular flow dynamics. Mitral inflow BST data can be used to estimate IVPD. The aims of the current study were to evaluate the accuracy of BST-based IVPD estimation compared to invasive pressure measurements in an in vivo animal model, and to clinically apply the method by comparing IVPD in children with univentricular hearts (UVH) and healthy controls. Methods The accuracy of BST-based IVPD-estimates was assessed in an open-chest porcine model, comparing BST-based IVPD with simultaneous repeated invasive pressure measurements in six pigs using micromanometer catheters. BST-based IVPD assessment was performed in 120 healthy controls and 44 patients with UVH < 18 years of age. Total IVPD (from base to apex) and apical IVPD (from the apical 2/3 of the ventricle) during early diastolic filling of the systemic ventricle was compared between patients with UVH and healthy controls. Results The validation in pigs included 103 measurements, demonstrating a mean difference of -0.01mmHg (p=0.33) and high correlation (r = 0.95, p-value < 0.001) between IVPD from BST (-1.31 ± 0.28 mmHg) and invasive measurements (-1.30 ± 0.31 mmHg). In the pediatric patients, age range 2 days-17.76 years, feasibility was 96% in controls and 88.6% in UVH patients. Total and apical IVPD were significantly higher in controls compared to UVH (-1.82 vs -0.88 mmHg and -0.63 vs -0.33 mmHg, p < 0.001). Variability was low with intraclass correlation coefficients of 0.99/0.96 (interobserver) and 0.98/0.99 (intraobserver) for total and apical IVPD respectively.Conclusions BST echocardiography provides accurate estimation of early diastolic IVPD. When clinically applied in children, we found high feasibility and reproducibility. IVPD was significantly lower in children with UVH compared to controls suggesting lower diastolic suction which can impact overall filling dynamics.
背景 舒张早期松弛会产生心室内压差(IVPD),从而导致舒张期抽吸。通过超声心动图技术进行无创估测,可对作为心室充盈重要组成部分的 IVPD 进行临床评估。最近推出的血液斑点追踪(BST)超声心动图可对心室血流动力学进行二维评估。二尖瓣流入道 BST 数据可用于估算 IVPD。本研究的目的是在体内动物模型中评估基于 BST 的 IVPD 估测与有创压力测量的准确性,并通过比较单心室儿童(UVH)和健康对照组的 IVPD,将该方法应用于临床。方法 在开胸猪模型中评估基于 BST 的 IVPD 估算值的准确性,将基于 BST 的 IVPD 估算值与同时使用微压计导管对六头猪进行的重复有创压力测量进行比较。对 120 名健康对照组和 44 名 18 岁紫外线辐射休克患者进行了基于 BST 的 IVPD 评估。比较了 UVH 患者和健康对照组在系统心室舒张早期充盈时的总 IVPD(从心底到心尖)和心尖 IVPD(从心尖 2/3 开始)。结果 猪的验证包括 103 次测量,显示平均差异为-0.01 mmHg(p=0.33),BST 的 IVPD(-1.31 ± 0.28 mmHg)与有创测量(-1.30 ± 0.31 mmHg)之间具有高度相关性(r = 0.95,p 值为 0.001)。在年龄为 2 天-17.76 岁的儿童患者中,对照组的可行性为 96%,紫外线辐射病患者的可行性为 88.6%。与 UVH 相比,对照组的总 IVPD 和心尖 IVPD 明显更高(-1.82 vs -0.88 mmHg 和 -0.63 vs -0.33 mmHg,p < 0.001)。总 IVPD 和心尖 IVPD 的类内相关系数分别为 0.99/0.96(观察者间)和 0.98/0.99(观察者内),变异性较低。结论 BST 超声心动图能准确估测舒张早期 IVPD,在儿童临床应用时,我们发现其可行性和可重复性都很高。与对照组相比,UVH患儿的IVPD明显较低,这表明舒张期的吸力较低,会影响整体充盈动力学。
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引用次数: 0
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medRxiv - Cardiovascular Medicine
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