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2019 Computing in Cardiology (CinC)最新文献

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The Combined Effect of Myocardial Infarction and Ischemia on Excitation Wave Propagation in Ventricular Tissue 心肌梗死和缺血对心室组织兴奋波传播的联合影响
Pub Date : 2019-09-01 DOI: 10.23919/CinC49843.2019.9005915
Cuiping Liang, Kuanquan Wang, Qince Li, Henggui Zhang
Aims: Previous studies have shown that the infarction and ischemia of cardiac tissue are strongly correlated with incidence of atrial and ventricular tachyarrhythmias. However, so far the combined effect of myocardial infarction and ischemia on the genesis of cardiac arrhythmias has not been fully understood. Therefore, this study aimed to investigate how the coexistence of myocardial infarction and ischemia alters excitation wave propagation.Methods: The electrophysiology remodeling under ischemia condition was mimicked based on experimental data and incorporated into TP06 model. Using the constructed 2D and 3D models, we simulated the excitation wave conduction in ventricular tissue under five different conditions: normal, myocardial ischemia under three levels, and myocardial infarction conditions.Results: Simulation results showed that the conduction velocity and rotor tracks are different in the normal, infarcted and ischemic conditions. In addition, reentry waves are observed in myocardial infarction with the ischemic condition in 2D and 3D models.Conclusion: Simulation results demonstrate that the coaction of myocardial infarction and ischemia areas increases spatial electrical heterogeneity of ventricular tissue, which may enhance the pro-arrhythmogenic effect.
目的:既往研究表明,心肌组织的梗死和缺血与房性和室性快速心律失常的发生率密切相关。然而,到目前为止,心肌梗死和缺血在心律失常发生中的联合作用尚未完全清楚。因此,本研究旨在探讨心肌梗死和缺血共存对激发波传播的影响。方法:根据实验数据模拟大鼠缺血状态下的电生理重构,并将其纳入TP06模型。利用所构建的二维和三维模型,模拟了正常、三级心肌缺血和心肌梗死五种不同状态下心室组织的兴奋波传导。结果:模拟结果表明,在正常、梗死和缺血情况下,传导速度和转子轨迹不同。此外,在二维和三维模型中观察心肌梗死伴缺血状态的再入波。结论:模拟结果表明心肌梗死与缺血区域的相互作用增加了心室组织的空间电异质性,增强了致心律失常的作用。
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引用次数: 0
Atrial Fibrillation Stratification Via Super-Resolution Analysis of Fibrillatory Waves 通过超分辨率分析心房颤动波分层
Pub Date : 2019-09-01 DOI: 10.23919/CinC49843.2019.9005797
Saumitra Mishra, Sreehari Rammohan, K. Rajab, G. Dhillon, P. Lambiase, R. Hunter, E. Chew
We use the Filter Diagonalization Method (FDM), a harmonic inversion technique, to extract f-wave features in electrocardiographic (ECG) traces for atrial fibrillation (AF) stratification. The FDM detects f-wave frequencies and amplitudes at frame sizes of 0.15 seconds. We demonstrate our method on a dataset comprising of ECG recordings from 23 patients (61.65 ± 11.63 years, 78.26% male) before cryoablation; 2 paroxysmal AF, 16 early persistent AF (<12 months duration), and 4 longstanding persistent AF (>12 months duration). Moreover, some of these patients received adenosine to enhance their RR intervals before ablation. Our method extracts features from FDM outputs to train statistical machine learning classifiers. Tenfold cross-validation demonstrates that the Random Forest and Decision Tree models performed best for the pre-ablation without and with adenosine datasets, with accuracy 60.89 ± 0.31% and 59.58% ± 0.04%, respectively. While the results are modest, they demonstrate that f-wave features can be used for AF stratification. The accuracies are similar for the two tests, slightly better for the case without adenosine, showing that the FDM can successfully model short f-waves without the need to concatenate f-wave sequences or adenosine to elongate RR intervals.
我们使用滤波对角化方法(FDM),一种谐波反演技术,提取心房颤动(AF)分层的心电图(ECG)痕迹中的f波特征。FDM检测帧大小为0.15秒的f波频率和幅度。我们在包含23例患者(61.65±11.63岁,78.26%男性)冷冻消融前心电图记录的数据集上展示了我们的方法;阵发性房颤2例,早期持续性房颤16例(病程12个月)。此外,其中一些患者在消融前接受腺苷治疗以提高RR间期。我们的方法从FDM输出中提取特征来训练统计机器学习分类器。十倍交叉验证表明,随机森林和决策树模型在无腺苷和有腺苷数据集的预消融中表现最好,准确率分别为60.89±0.31%和59.58%±0.04%。虽然结果是适度的,但它们表明f波特征可以用于AF分层。两种测试的准确性相似,在不含腺苷的情况下稍微好一些,这表明FDM可以成功地模拟短f波,而不需要连接f波序列或腺苷来延长RR间隔。
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引用次数: 1
Special Session on Computational Fetal Monitoring 计算胎儿监测特别会议
Pub Date : 2019-09-01 DOI: 10.23919/CinC49843.2019.9005927
J. Behar, Z. Weiner, P. Warrick
Despite the improvements made in perinatal medicine during the 20th century, stillbirths still occur for 1 in 160 pregnancies in the US which represents a total of 26,000 fetal deaths each year. In addition, approximately 1 in 1000 fetuses experience oxygen deprivation during labor which is severe enough to cause brain injury. It is estimated that half of these cases of birth-related injury are preventable. Incorrect cardiotocography (CTG) interpretation is leading the list of causes.Intrapartum CTG is used routinely to measure maternal uterine pressure and fetal heart rate (FHR). Antepartum CTG monitoring is used to identify fetuses at risk of intrauterine hypoxia and acidaemia. As early as 28 weeks of gestation, analysis of the FHR trace is used as a nonstress test to assess the fetal well-being. In the perinatal period, timely, appropriate intervention can avoid fetal neurological damage or death. The CTG is visually assessed by a clinician or interpreted by computer analysis. In the context of labor monitoring, the CTG is used for continuous fetal monitoring. An abnormal heart rate will lead the clinician to perform a cesarean.With the recent advances in machine learning and statistical signal analysis new algorithms for assessing fetal antepartum or intrapartum health status are being elaborated. These algorithms process signals recorded by CTG monitors or alternative monitoring techniques such as scalp electrocardiography or non-invasive fetal electrocardiography. This session discusses the history of fetal monitoring, its current challenges and the prospects opened by recent algorithmic development.
尽管围产期医学在20世纪取得了进步,但在美国,每160例妊娠中仍有1例死产,这意味着每年总共有26,000例胎儿死亡。此外,大约千分之一的胎儿在分娩过程中缺氧,严重到足以造成脑损伤。据估计,这些与出生有关的伤害病例中有一半是可以预防的。不正确的心脏造影(CTG)解释是主要的原因。产时CTG常规用于测量母体子宫压和胎儿心率(FHR)。产前CTG监测用于识别有宫内缺氧和酸血症风险的胎儿。早在妊娠28周,分析FHR痕迹被用作评估胎儿健康的非应激测试。围产期及时、适当的干预可避免胎儿神经损伤或死亡。CTG由临床医生进行视觉评估或通过计算机分析进行解释。在产程监测中,CTG用于胎儿的连续监测。心率异常会导致临床医生进行剖宫产手术。随着机器学习和统计信号分析的最新进展,用于评估胎儿产前或分娩时健康状况的新算法正在被阐述。这些算法处理CTG监测器或替代监测技术(如头皮心电图或无创胎儿心电图)记录的信号。本课程将讨论胎儿监测的历史、当前的挑战以及最近算法发展所带来的前景。
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引用次数: 3
Myofibroblasts Alter Tension and Strain of Cardiac Fiber: A Computational Study 肌成纤维细胞改变心脏纤维的张力和应变:一个计算研究
Pub Date : 2019-09-01 DOI: 10.23919/CinC49843.2019.9005832
Heqing Zhan, Jingtao Zhang
In heart pathological conditions, fibroblasts proliferate and differentiate into myofibroblasts (Mfbs). This study aimed to investigate the role of Mfbs on the mechanical contraction of cardiac fiber. Mathematical modeling was done using a combination of (1) the Maleckar et al. model of the human atrial myocyte, (2) the MacCannell et al. active model of the human cardiac Mfb, (3) our formulation of INa_myofb based upon experimental findings from Chatelier et al., and (4) the Hill three-element rheological scheme of a single segment of cardiac fiber. For Mfb-myocyte coupling, different ratios of myocytes to Mfbs and gap-junctional conductances were set based on available physiological data. Both isometric contraction and isotonic contraction were considered to illustrate the effect of Mfbs on cardiac fiber’s tension and strain. The results showed that (1) Mfbs decreased APD50 and increased Vrest depolarization, (2) Mfbs regulated myocyte peak force and (3) Mfbs reduced the fiber peak force in isometric contraction and the fiber peak strain in isotonic contraction. The identified effects demonstrated that Mfbs play an important role of modulating cardiac mechanical behavior. It should be considered in future pathological cardiac mathematical modeling, such as atrial fibrillation and cardiac fibrosis.
在心脏病理状态下,成纤维细胞增殖并分化为肌成纤维细胞(Mfbs)。本研究旨在探讨Mfbs在心肌纤维机械收缩中的作用。数学建模是使用以下几种方法进行的:(1)Maleckar等人的人心房肌细胞模型,(2)MacCannell等人的人心脏Mfb活性模型,(3)我们基于Chatelier等人的实验结果制定的INa_myofb模型,以及(4)Hill单段心脏纤维的三要素流变方案。对于mfb -肌细胞偶联,根据现有的生理数据设置不同的肌细胞与mfb的比例和间隙连接电导。同时考虑了等张力收缩和等张力收缩,以说明Mfbs对心脏纤维张力和应变的影响。结果表明:(1)Mfbs降低APD50,增加Vrest去极化;(2)Mfbs调节心肌细胞的峰值力;(3)Mfbs降低纤维等速收缩的峰值力和纤维等张收缩的峰值应变。鉴定的效应表明Mfbs在调节心脏力学行为中起重要作用。在今后的病理心脏数学建模中,如房颤和心脏纤维化,应考虑到这一点。
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引用次数: 0
Response of Ventricular Repolarization to Simulated Microgravity Measured by Periodic Repolarization Dynamics Using Phase-Rectified Signal Averaging 利用相位整流信号平均周期性复极化动力学测量心室复极化对模拟微重力的响应
Pub Date : 2019-09-01 DOI: 10.23919/CinC49843.2019.9005875
S. Palacios, E. Caiani, E. Pueyo, J. P. Martínez
Head-Down Bed Rest (HDBR) microgravity simulation induces cardiovascular deconditioning, including effects on ventricular repolarization. The index of Periodic Repolarization Dynamics (PRD) was developed to quantify low-frequency oscillations of cardiac repolarization. In this study, PRD was quantified by Phase Rectified Signal Averaging (PRDPRSA) and Continuous Wavelet Transform (PRDCWT) methods. PRD was analyzed in ECGs from 22 volunteers at rest and during orthostatic Tilt-Table Test (TTT) performed before and after -6° 60-days HDBR. Significant correlation was found between PRD measured by PRSA and CWT (Pearson’s ρ = 0.93, p < 10-54 and Kendall’s τ = 0.79 p < 10-38). A highly significant increase was found when PRDPRSA values were measured at POST-HDBR with respect to PRE-HDBR in the tilt phase: 1.40 [1.10] deg and 0.97 [0.90] deg (median [IQR]), p = 0.008, respectively. PRDPRSA also increased significantly in the tilt phase with respect to baseline, both at POST-HDBR (0.90 [0.57] deg, p = 0.003) and at PRE-HDBR (0.75 [0.45] deg, p = 0.011). PRD, either measured with PRSA or with CWT, is able to measure changes in ventricular repolarization induced by microgravity simulation as well as following sympathetic provocation.
头下床休息(HDBR)微重力模拟诱导心血管降功能,包括对心室复极的影响。建立了周期复极化动力学指标(PRD)来量化心脏复极化的低频振荡。在本研究中,PRD通过相位校正信号平均(PRDPRSA)和连续小波变换(PRDCWT)方法进行量化。研究人员分析了22名志愿者在-6°60天HDBR前后休息时和直立倾斜台试验(TTT)期间的心电图中的PRD。PRSA测量的PRD与CWT之间存在显著相关(Pearson’s ρ = 0.93, p < 10-54, Kendall’s τ = 0.79 p < 10-38)。相对于倾斜阶段的PRE-HDBR,在hdbr后测量PRDPRSA值时发现了非常显著的增加:分别为1.40[1.10]度和0.97[0.90]度(中位数[IQR]), p = 0.008。相对于基线,在hdbr后(0.90[0.57]度,p = 0.003)和hdbr前(0.75[0.45]度,p = 0.011), PRDPRSA在倾斜期也显著增加。PRD,无论是用PRSA还是CWT测量,都能够测量微重力模拟和交感刺激引起的心室复极的变化。
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引用次数: 0
Adaboost Based ECG Signal Quality Evaluation 基于Adaboost的心电信号质量评价
Pub Date : 2019-09-01 DOI: 10.23919/CinC49843.2019.9005515
Zeyang Zhu, Wenyan Liu, Yang Yao, Xuewei Chen, Yingxian Sun, Lisheng Xu
Cardiovascular disease is one of the major diseases that threaten human health. Electrocardiogram (ECG) signal is an important indicator for the diagnosis of cardiovascular disease. Accurate analysis of ECG plays a key role in the diagnosis of cardiovascular disease. Underdeveloped areas have always been a high-risk area for cardiovascular disease and there are few doctors for diagnosing cardiovascular disease. One solution is using a telemedicine system for disease diagnosis. However, the quality of the ECG signal collected is not necessarily reliable and may impact diagnosis. In order to solve the problem, we have studied various methods for assessing the quality of ECG signals. In the paper, we analyzed the 12-lead ECG data provided by PhysioNet and selected two features of the time domain: the number of R peaks and the amplitude difference. These two features were extracted from the ECG data to form a matrix of 24 features. We trained the classification model with the feature matrix and achieved a classification accuracy of 95.80% on the test set. Experimental results demonstrated that the proposed Adaboost algorithm had advantages in accuracy compared with other algorithms for solving ECG quality assessment problems.
心血管疾病是威胁人类健康的主要疾病之一。心电图信号是诊断心血管疾病的重要指标。准确的心电图分析在心血管疾病的诊断中起着关键作用。欠发达地区一直是心血管疾病的高发地区,诊断心血管疾病的医生很少。一种解决方案是使用远程医疗系统进行疾病诊断。然而,采集到的心电信号质量不一定可靠,可能会影响诊断。为了解决这个问题,我们研究了各种评估心电信号质量的方法。在本文中,我们分析了由PhysioNet提供的12导联心电数据,并选择了时域的两个特征:R峰的数量和幅度差。从心电数据中提取这两个特征,形成一个包含24个特征的矩阵。我们使用特征矩阵训练分类模型,在测试集上实现了95.80%的分类准确率。实验结果表明,与其他算法相比,Adaboost算法在解决心电质量评估问题方面具有精度优势。
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引用次数: 4
Causal Relationship Analysis of Heart Rate Variability and Band Power Time Series of Electroencephalographic Signals 心率变异性与脑电图信号带功率时间序列的因果关系分析
Pub Date : 2019-09-01 DOI: 10.23919/CinC49843.2019.9005719
MariNieves Pardo-Rodrı́guez, E. Bojorges-Valdez, O. Yáñez-Suárez
This study aimed to find whether there is a causal relationship between band power time series (BPts) extracted from EEG and heart rate variability (HRV). Such relationships were explored during spontaneous and a controlled breathing tasks. Data analyzed were recordings obtained from 14 healthy subjects using one ECG lead and 21 EEG channels. The RR intervals from the ECG were used to obtain the HRV signal, which was decomposed with Empirical Mode Decomposition into components of different spectral content known as intrinsic mode functions (IMFs). Granger causality tests were run for the BPts of alpha, beta and gamma frequency ranges of the EEG signal and the HRV signals IMFs. G-causality increased for three different conditions: slower IMFs (IMF4), BPts of higher frequency (gamma) band and during task realization. Meaning, gamma’s BPts G-caused HRV for a larger number of subjects and channels. Also there was a larger incidence on the number of channels that G-caused HRV during the controlled breathing task. The causal influence from the BPts of EEG signals to the HRV IMFs suggests there is an indirect or unobserved interaction between instantaneous changes on EEG band power and components of HRV which may explain changes in its dynamics.
本研究旨在探讨EEG提取的频带功率时间序列(BPts)与心率变异性(HRV)之间是否存在因果关系。这种关系是在自发和控制呼吸任务中探索的。分析的数据来自14名健康受试者,使用1个心电图导联和21个脑电图通道。利用心电信号的RR区间得到HRV信号,利用经验模态分解(Empirical Mode Decomposition)将HRV信号分解为不同谱含量分量的内禀模态函数(IMFs)。对脑电图信号的α、β和γ频率范围的bpt和HRV信号的imf进行格兰杰因果检验。g -因果关系在三种不同的条件下增加:较慢的imf (IMF4),较高频率(gamma)频带的bpt和任务实现期间。也就是说,伽玛的BPts导致了大量受试者和通道的HRV。在控制呼吸任务中,g引起HRV的通道数量也有较大的发生率。脑电信号的bpt对HRV IMFs的因果影响表明,在脑电频带功率的瞬时变化与HRV分量之间存在间接或未观察到的相互作用,这可能解释了其动态变化。
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引用次数: 0
Automated 3D MRI Aortic Morphometry Demonstrates the Added Value of Volumes as Compared to Diameters 自动3D MRI主动脉形态测量显示体积相对于直径的附加价值
Pub Date : 2019-09-01 DOI: 10.23919/CinC49843.2019.9005743
T. Dietenbeck, Sophia Houriez--Gombaud-Saintonge, U. Gencer, A. Giron, G. Soulat, É. Mousseaux, P. Cluzel, A. Redheuil, N. Kachenoura
Aim: The diagnosis of thoracic aortic aneurysm is based on local aortic deformation associated to excessive aortic diameter (D). Maximal local aortic diameter was shown to be below the recommended surgical threshold in 30% of patients who ultimately developed aortic dissection. Aortic volumes integrate both dilation and elongation and may be more sensitive to changes in aortic geometry and less dependent on slice orientation and obliquity than diameter measurements. Methods: We studied 278 asymptomatic individuals with 3D aortic MRI: 119 healthy volunteers (hC), 53 hypertensive patients (HT) and 106 patients with dilated ascending aorta of which 62 with tricuspid (APt) and 44 with bicuspid (APb) aortic valve. Automated 3D aortic segmentation was performed and aortic lengths, maximal diameters and volumes were measured from sino-tubular junction to the brachiocephalic trunk for the ascending aorta (AAo) and from the left subclavian artery to the diaphragm for the descending aorta (DAo). Results: While AAo D increased by 40% between APt and HC, AAo volume increased by 170%. Moreover, when comparing HT patients with controls, AAo volume difference was significant (p < 0.05) even after adjustment to BSA while AAo D was not. Conclusion: Aortic volumes measured automatically from 3D MRI were able to characterize subclinical and pathological dilation more accurately than maximal diameters.
目的:胸主动脉瘤的诊断是基于与主动脉直径过大相关的局部主动脉变形(D)。在最终发生主动脉夹层的患者中,30%的局部主动脉最大直径低于推荐的手术阈值。与直径测量相比,主动脉容积综合了扩张和延伸,对主动脉几何形状的变化更敏感,对切片方向和倾角的依赖更小。方法:对278例无症状患者进行三维主动脉MRI检查,其中健康志愿者119例,高血压患者53例,升主动脉扩张患者106例,其中三尖瓣(APt) 62例,二尖瓣(APb) 44例。进行自动三维主动脉分割,测量升主动脉(AAo)从管状动脉交界处到头臂干,降主动脉(DAo)从左锁骨下动脉到横膈膜的主动脉长度、最大直径和体积。结果:AAo D在APt和HC之间增加40%,AAo体积增加170%。此外,与对照组相比,即使调整BSA, AAo体积也有显著差异(p < 0.05),而AAo D无显著差异。结论:3D MRI自动测量的主动脉容积比最大直径更能准确地表征亚临床和病理性扩张。
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引用次数: 1
Early Detection of Sepsis Using Ensemblers 使用合奏器早期检测败血症
Pub Date : 2019-09-01 DOI: 10.23919/CinC49843.2019.9005878
Shailesh Nirgudkar, Tianyu Ding
This paper describes a methodology to detect sepsis ahead of time by analyzing hourly patient records. The Physionet 2019 challenge consists of medical records of over 40,000 patients. Using imputation and weak ensem- bler technique to analyze these medical records and 3-fold validation, a model is created and validated internally. On a hidden test data set maintained by the organizers, the model obtained a utility score of 0.192. The utility score as defined by the organizers takes into account true positives, negatives and false alarms. Our team was Team Tesseract and our overall ranking was 49 out of 79 officially ranked entries.
本文介绍了一种方法,以检测败血症提前分析每小时的病人记录。Physionet 2019的挑战包括4万多名患者的医疗记录。利用插补和弱电磁法对病历进行分析,并进行三重验证,建立模型并进行内部验证。在主办方维护的隐藏测试数据集上,该模型的效用得分为0.192。组织者定义的效用分数考虑了真阳性、阴性和假警报。我们的团队是宇宙魔方团队,在79个正式排名的参赛作品中,我们的总排名是49。
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引用次数: 0
Design and Prototype Development of a Low-Cost Blood Flow Simulator for Vascular Phantoms 低成本血管幻象血流模拟器的设计与原型开发
Pub Date : 2019-09-01 DOI: 10.23919/CinC49843.2019.9005539
Matteo Zauli, C. Corsi, L. Marchi
Vascular phantoms can be used as in vitro test objects to explore flow behaviour in pathological conditions and novel ways of improving ultrasound diagnosis. This kind of phantom should be anatomically realistic both in terms of geometry, acoustic and physical properties. In particular, enhancing measurements reliability of in vitro models test needs a realistic physiological flow performed by a reliable phantom set-up.This paper describes the design of a programmable flow pump system, designed to be used in an in vitro experimental studies. This system wants to overcome budget problem due mainly to expensive flowmeters. The proposed solution is to use a low cost device, not able to perform a reliable closed loop control, but suitable to obtain an ARX non-linear model of the hydraulic circuit thanks to Matlab tools. By using that model, it is possible to act an open loop control able to produce the targeted waveform with median deviation less than 9% and a similarity index of 0.98.Here, we present also the flow rate calibration steps of the designed flow phantom set-up. In the current work, the flow pump system has been developed using Carotid artery Phantom (CaP), but thanks of its programmability it’s possible to implement different flow profiles suitable for others flow phantoms.
血管幻影可以作为体外实验对象来探索病理状态下的血流行为和提高超声诊断的新方法。这种模型在几何、声学和物理特性上都应具有解剖学上的真实感。特别是,提高体外模型测试的测量可靠性需要一个可靠的模拟装置来实现真实的生理流动。本文介绍了一种可编程流量泵系统的设计,设计用于体外实验研究。该系统主要是为了克服流量计昂贵造成的预算问题。提出的解决方案是使用低成本的设备,不能进行可靠的闭环控制,但适合借助Matlab工具获得液压回路的ARX非线性模型。通过使用该模型,可以作为开环控制,能够产生中值偏差小于9%,相似指数为0.98的目标波形。本文还介绍了所设计的流模装置的流量标定步骤。在目前的工作中,流量泵系统是使用颈动脉幻像(CaP)开发的,但由于其可编程性,可以实现适用于其他流幻像的不同流量曲线。
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引用次数: 0
期刊
2019 Computing in Cardiology (CinC)
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