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2019 Computing in Cardiology (CinC)最新文献

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An Algorithm for Early Detection of Sepsis Using Traditional Statistical Regression Modeling 基于传统统计回归模型的脓毒症早期检测算法
Pub Date : 2019-09-01 DOI: 10.23919/CinC49843.2019.9005699
Roshan Pawar, J. Bone, J. Ansermino, M. Görges
Sepsis is the final common pathway for many infections, whereby the body’s immune response leads to organ failure, and eventually death. It is associated with high mortality rates and, if survived, significant morbidity. Early detection is imperative to improve outcomes. Yet, there is also a need to avoid a high false alarm rate. The aim of this study was to develop and evaluate a simple algorithm for early sepsis detection.Significant missing data were encountered in the dataset, which were forward-filled or substituted with population means. Clinically relevant variable combinations were added along with transformation features including dichotomization, z-scores, first derivative, and changes from baseline. A logistic regression model was used to identify candidate features and build the overall risk score function for prediction.The final candidate score had areas under the receiver operating characteristic curve of 0.747, 0.760, and 0.783 for the three test data sets. It had accuracies of 0.795, 0.889, 0.815, respectively, and an overall utility score for the full test set of 0.249 using a cutoff of 0.024.Evaluation indicated significant potential for further optimization, including reduction of false-positive predictions. Adding features capturing change over time is expected to provide scope for further investigation.
脓毒症是许多感染的最后常见途径,人体的免疫反应会导致器官衰竭,最终导致死亡。它与高死亡率有关,如果存活下来,发病率也很高。早期发现对改善结果至关重要。然而,也需要避免高虚警率。本研究的目的是开发和评估一种早期败血症检测的简单算法。在数据集中遇到重要的缺失数据,将其向前填充或替换为总体均值。临床相关的变量组合与转化特征一起加入,包括二分类、z分数、一阶导数和基线变化。采用逻辑回归模型识别候选特征,构建总体风险评分函数进行预测。三个测试数据集的最终候选得分在受试者工作特征曲线下的面积分别为0.747、0.760和0.783。它的准确率分别为0.795、0.889和0.815,使用0.024的截止值,整个测试集的总体效用得分为0.249。评估表明进一步优化的潜力巨大,包括减少假阳性预测。添加捕捉随时间变化的特性有望为进一步的研究提供范围。
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引用次数: 1
Sleep Stage Influence on the Autonomic Modulation of Sleep Apnea Syndrome 睡眠阶段对睡眠呼吸暂停综合征自主神经调节的影响
Pub Date : 2019-09-01 DOI: 10.23919/CinC49843.2019.9005885
M. Calvo, R. Jané
Hypoxia induced by obstructive sleep apnea (OSA) leads to the deregulation of the autonomic nervous system (ANS), resulting in an abnormally increased sympathetic activity. Since ANS modulation varies throughout the night, notably for each sleep stage, the hypno-gram and heart rate signals of 81 OSA patients were collected during a polysomnography. They were classified as mild-moderate (n=44) or severe (n=37) based on their apnea-hypopnea index (AHI). Spectral heart rate variability (HRV) series were extracted by a time-frequency approach. These series were then averaged for each sleep stage, in order to compare the sympathetic modulation of mild-moderate and severe patients at the following phases: rapid eye movement (REM), S1, S2 and SWS (slow wave sleep). According to normalized power at the low-frequency band (LFnu) values, severe OSA seems to be associated with an increased sympathetic modulation at non-REM sleep. Moreover, a decreased autonomic variability throughout the night may be related to a reduced adaptability of the cardiovascular system, characterizing a more advanced stage of the disease. These results provide further evidence for the role of autonomic alterations induced by hypoxia, suggesting the use of HRV analysis, together with AHI, for the study of OSA severity.
阻塞性睡眠呼吸暂停(OSA)引起的缺氧导致自主神经系统(ANS)的失调,导致交感神经活动异常增加。由于ANS的调制在整个晚上都是不同的,特别是在每个睡眠阶段,因此在多导睡眠描记术中收集了81名OSA患者的睡眠图和心率信号。根据患者的呼吸暂停-低通气指数(AHI)将其分为轻度-中度(n=44)或重度(n=37)。采用时频法提取频谱心率变异性(HRV)序列。然后对每个睡眠阶段的这些序列进行平均,以便比较轻、中度和重度患者在以下阶段的交感调节:快速眼动(REM)、S1、S2和SWS(慢波睡眠)。根据低频归一化功率(LFnu)值,严重的OSA似乎与非快速眼动睡眠时交感调节的增加有关。此外,整个夜间自主神经变异性的降低可能与心血管系统适应性的降低有关,这是疾病更晚期的特征。这些结果为缺氧引起的自主神经改变的作用提供了进一步的证据,建议使用HRV分析和AHI来研究OSA严重程度。
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引用次数: 2
Monitoring Remote of Biomedical Signal 生物医学信号远程监测
Pub Date : 2019-09-01 DOI: 10.23919/CinC49843.2019.9005724
D. P. D. Silva, W. Watanabe, W. S. Lopes, Henrique Rodrigues, R. R. Silva, J. Salinet, M. Bissaco, D. G. Goroso
The remote monitoring of the biomedical signal is an important tool for assessing the quality of life, control and prevention of diseases. In this research, we developed and validated a remote monitoring system for prevention and health promotion. The system architecture is composed of 3 main modules: a) interface for recording food intake and monitoring physical activity and heart rate frequency by a mobile application; b) interface for insert anthropometric assessment data of patient; c) web interface where all data is remotely shown through reports with information that can assist in preventive health actions. The study involved 70 children aged between 8 and 12 years. They were monitored for 4 months by the app installed in the children's own smartphones. Significant differences were observed in the frequency domain and nonlinear heart rate variability variables between each anthropometric group. Moreover, within the same group, there were also differences between night-morning and afternoon/evening time. Being the biggest variation in the frequency domain parameters during afternoon/evening time for the obese group.
生物医学信号的远程监测是评估生命质量、控制和预防疾病的重要工具。在本研究中,我们开发并验证了用于预防和健康促进的远程监测系统。系统架构由3个主要模块组成:a)通过移动应用程序记录食物摄入量和监测身体活动和心率频率的接口;B)插入患者人体测量评估数据界面;C)网络界面,所有数据通过报告远程显示,其中包含有助于预防卫生行动的信息。这项研究涉及70名年龄在8到12岁之间的儿童。他们被安装在孩子们自己的智能手机上的应用程序监控了4个月。各人体测量组在频率域和非线性心率变异性变量上观察到显著差异。此外,在同一组中,晚上-早上和下午/晚上的时间也存在差异。肥胖组的频域参数在下午/晚上变化最大。
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引用次数: 0
Aortic Pressure Waveforms Reconstruction Using Simplified Kalman Filter 基于简化卡尔曼滤波的主动脉压力波形重建
Pub Date : 2019-09-01 DOI: 10.23919/CinC49843.2019.9005554
Wenyan Liu, Zongpeng Li, Yang Yao, Shuran Zhou, Yuelan Zhang, Lisheng Xu
Aortic pressure (Pa) waveforms are important for diagnosis of cardiovascular disease. However, the direct measurement of Pa is invasive and expensive. In the paper, a new simplified Kalman filter (SKF) algorithm for blind system identification was employed for the reconstruction of Pa waveforms using two peripheral artery pressure waveforms. The data of Pa waveforms are collected from 24 human subjects. Simultaneously, brachial artery and femoral artery pressure waveforms data are generated from the simulation of a known two-channel finite impulse response system. In order to study the performance of the proposed SKF algorithm, different amounts of signal-to-noise ratio of the output signal were used in the experiment. Experimental results demonstrated that the proposed SKF algorithm had advantages in comparison with the canonical correlation analysis (CCA) algorithm. It is notable that the proposed SKF algorithm works much more noise-robust than the CCA algorithm in a wide range of SNR.
主动脉压(Pa)波形对心血管疾病的诊断具有重要意义。然而,直接测量Pa是有创且昂贵的。本文采用一种新的简化卡尔曼滤波(SKF)盲系统识别算法,利用两种外周动脉压力波形重建Pa波形。采集了24例人体的Pa波形数据。同时,通过模拟已知的双通道有限脉冲响应系统生成肱动脉和股动脉压力波形数据。为了研究所提出的SKF算法的性能,实验中使用了不同量的输出信号信噪比。实验结果表明,与典型相关分析(CCA)算法相比,所提出的SKF算法具有优势。值得注意的是,在较宽的信噪比范围内,所提出的SKF算法比CCA算法具有更好的噪声鲁棒性。
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引用次数: 0
Isosbestic Point in Optical Mapping; Theoretical and Experimental Determination With Di-4-ANBDQPQ Transmembrane Voltage Sensitive Dye 光学映射中的等吸点双-4- anbdqpq跨膜电压敏感染料的理论与实验测定
Pub Date : 2019-09-01 DOI: 10.23919/CinC49843.2019.9005532
I. Uzelac, C. Crowley, F. Fenton
Optical mapping methods utilize fluorescence dyes to measure dynamic response of cardiac tissue such as changes in transmembrane potential (Vm). For the commonly used Vm sensitive dyes, a dye absorption and emission spectra shift as Vm changes. Signals relevant to Vm are calculated as a relative fluorescence change with respect to the fluorescence baseline. The amplitude of the change depends on the long-pass (LP) filter cut-on wavelength, placed on the sensor side, and the excitation wavelength. An excitation wavelength near the absorption peak, termed the isosbestic point, results in minimal absorption coefficient change as absorption spectra shifts. Consequentially the fluorescence intensity virtually does not change, when fluorescence across the entire emission spectra is measured, irrelevant of Vm changes. In this study we experimentally determined the isosbestic point for a near infrared dye Di-4-ANBDQPQ. We then present a theoretical study examining the dye linear or non-linear response as the fractional fluorescence change of Vm change, due to emission spectra shift and amplitude change, over a range of excitation wavelengths and LP filters. Linear "optical" response is important to quantify certain aspects of cardiac dynamics such as the action potential (AP) shape and duration, especially when studying drug effects and dynamical substrates for arrhythmia development.
光学成像方法利用荧光染料测量心脏组织的动态响应,如跨膜电位(Vm)的变化。对于常用的Vm敏感染料,随着Vm的变化,染料的吸收和发射光谱发生位移。与Vm相关的信号计算为相对于荧光基线的相对荧光变化。变化的幅度取决于放置在传感器一侧的长通(LP)滤波器的截止波长和激发波长。吸收峰附近的激发波长称为等吸点,当吸收光谱移动时,吸收系数变化最小。因此,当测量整个发射光谱的荧光时,荧光强度实际上不会改变,与Vm变化无关。在这项研究中,我们实验确定了近红外染料Di-4-ANBDQPQ的等吸点。然后,我们提出了一项理论研究,检查染料的线性或非线性响应,作为Vm变化的分数荧光变化,由于发射光谱移位和幅度变化,在激发波长和LP滤波器的范围内。线性“光学”响应对于量化心脏动力学的某些方面很重要,例如动作电位(AP)的形状和持续时间,特别是在研究药物效应和心律失常发展的动力基础时。
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引用次数: 1
Acute MI Detection Derived From ECG Parameters Distribution 基于心电参数分布的急性心肌梗死检测
Pub Date : 2019-09-01 DOI: 10.23919/CinC49843.2019.9005742
Alfonso Aranda, Joël M. H. Karel, P. Bonizzi, R. Peeters
Several studies in the past have evaluated the use of different ECG-based features to diagnose acute myocardial infarction (AMI). This was generally done by looking at how well a feature reflects differences between baseline (no AMI) and AMI situations. This approach tends to overlook the progress of AMI and to underestimate false positives when implemented into a continuous monitoring setting and therefore appears inadequate for it. This has hindered the adoption of those methods in the clinical practice. In this research, we present a novel set of parameters for the dynamic assessment of AMI condition. Those parameters are obtained by analyzing the changes over time in the distribution properties of ECG-based features.
过去的一些研究已经评估了使用不同的心电图为基础的特征来诊断急性心肌梗死(AMI)。这通常是通过查看一个特性如何很好地反映基线(无AMI)和AMI情况之间的差异来完成的。这种方法往往会忽略AMI的进展,并在实施连续监测设置时低估误报,因此似乎不适合AMI。这阻碍了这些方法在临床实践中的应用。在这项研究中,我们提出了一套新的AMI动态评估参数。这些参数是通过分析基于ecg的特征分布属性随时间的变化而得到的。
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引用次数: 0
Quantification of Linear and Nonlinear Cardiorespiratory Interactions Under Autonomic Nervous System Blockade 自主神经系统阻断下线性和非线性心肺相互作用的量化
Pub Date : 2019-09-01 DOI: 10.23919/CinC49843.2019.9005628
C. Varon, Dries Hendrikx, J. Bolea, P. Laguna, R. Bailón
This paper proposes a methodology to extract both linear and nonlinear respiratory influences from the heart rate variability (HRV), by decomposing the HRV into a respiratory and a residual component. This methodology is based on least-squares support vector machines (LS-SVM) formulated for nonlinear function estimation. From this decomposition, a better estimation of the respiratory sinus arrhythmia (RSA) and the sympathovagal balance (SB) can be achieved. These estimates are first analyzed during autonomic blockade and an orthostatic maneuver, and then compared against the classical HRV and a model that considers only linear interactions. Results are evaluated using surrogate data analysis and they indicate that the classical HRV and the linear model underestimate the cardiorespiratory interactions. Moreover, the linear and nonlinear interactions appear to be mediated by different control mechanisms. These findings will allow to better assess the ANS and to improve the understanding of the interactions within the cardiorespiratory system.
本文提出了一种从心率变异性(HRV)中提取线性和非线性呼吸影响的方法,该方法将HRV分解为呼吸分量和残差分量。该方法基于非线性函数估计的最小二乘支持向量机(LS-SVM)。通过这种分解,可以更好地估计呼吸窦性心律失常(RSA)和交感病理迷走神经平衡(SB)。这些估计首先在自主神经阻滞和直立运动期间进行分析,然后与经典HRV和仅考虑线性相互作用的模型进行比较。使用替代数据分析对结果进行评估,结果表明经典HRV和线性模型低估了心肺相互作用。此外,线性和非线性相互作用似乎是由不同的控制机制介导的。这些发现将有助于更好地评估ANS,并提高对心肺系统内相互作用的理解。
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引用次数: 3
Characterization of Blood Flow Changes in Normal and Pathological Aortic Dilation from 4D Flow Magnetic Resonance Imaging 正常和病理性主动脉扩张血流变化的4D磁共振成像表征
Pub Date : 2019-09-01 DOI: 10.23919/CinC49843.2019.9005740
Sophia Houriez--Gombaud-Saintonge, A. Pascaner, G. Soulat, U. Gencer, T. Dietenbeck, D. Craiem, E. Bollache, Y. Chenoune, É. Mousseaux, N. Kachenoura
Aim: Maximal diameter (Dmax), which is commonly used to diagnose thoracic aortic aneurysm (TAA) was previously shown to be normal in 20-30% of patients who ultimately develop dissection. Besides, inner aortic flow is associated with its wall dynamics. Thus, our aim was to quantify aortic flow changes using 4D flow MRI in the setting of ascending aorta (AA) dilation.Methods: We studied 20 patients with TAA and tricuspid aortic valve (TAA) and 56 healthy controls (30 subjects, 36±9y ≤50 years named YC, 26 subjects, 65±9y >50 years named OC). All underwent 4D flow MRI. After aortic segmentation, regional volume of backward flow (VBF) was extracted in addition to in-cross-section velocity standard deviation (SD) as well as maximal velocity jet angle (Angle) and eccentricity (Ecc). Receiver operating characteristic (ROC) analysis was performed to assess ability of flow indices to characterize dilation.Results: While AA Dmax changed by 1.4 folds between TAA and OC, VBF changed by 6.5 folds, and Ecc, Angle and SD changed by 1.3 to 1.9 folds between the two groups. Moreover VBF varied consistently with age and was able to detect AA dilation with an accuracy of 0.98.Conclusion: 4D flow MRI indices of local aortic flow disorganization, specifically backward flow, were able to accurately characterize dilation.
目的:用于诊断胸主动脉瘤(TAA)的最大直径(Dmax)在20-30%最终发展为夹层的患者中是正常的。此外,主动脉内流与其壁动力学有关。因此,我们的目的是在升主动脉(AA)扩张的情况下,使用4D血流MRI量化主动脉血流的变化。方法:选取20例TAA合并三尖瓣主动脉瓣(TAA)患者和56例健康对照(30例,36±9y≤50岁,命名为YC, 26例,65±9y >50岁,命名为OC)。所有患者均行4D血流MRI检查。主动脉分割后,除提取横截面内速度标准差(SD)、最大速度射流角(angle)和偏心率(Ecc)外,还提取区域反流体积(VBF)。采用受试者工作特征(ROC)分析来评估血流指标表征扩张的能力。结果:TAA组与OC组AA Dmax变化1.4倍,VBF变化6.5倍,Ecc、Angle、SD变化1.3 ~ 1.9倍。此外,VBF随年龄变化一致,能够检测AA扩张,准确率为0.98。结论:局部主动脉血流紊乱,特别是反流的4D血流MRI指标能够准确表征主动脉扩张。
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引用次数: 0
Effects of Geometry in Atrial Fibrillation Markers Obtained With Electrocardiographic Imaging 心电图成像对房颤标志物的几何影响
Pub Date : 2019-09-01 DOI: 10.23919/CinC49843.2019.9005905
R. Molero, A. Climent, I. Hernández-Romero, A. Liberos, F. Fernández‐Avilés, F. Atienza, M. Guillem, M. Rodrigo
Electrocardiographic imaging (ECGI) can characterise cardiac pathologies such as atrial fibrillation (AF) through specific markers based on frequency or phase analysis. In this study, the effect of the geometry of patients’ torso and atria in the ECGI resolution is studied.A realistic 3D atrial geometry was located on 30 patient torsos and ECGI signals were calculated for 30 different AF simulations in each torso. Dominant frequency (DF) and reentrant activity analysis were calculated for each scenario. Anatomical and geometrical measurements of each torso (30-80% of variability between patients) and atria were calculated and compared with the errors in the ECGI estimation versus the departing EGM maps.Results show evidences that big chest dimensions worsen the non-invasive calculation of AF markers (p<0.05). Also, higher number of visible electrodes from each atrial region improves ECGI characterization measured as lower DF deviations (0.64±0.26 Hz vs 0.72±0.27 Hz, p<0.05) and higher reentrant activity coincidence (10.1±12.2% vs 3.4±3.4%, p<0.05).Torso and atrial geometry affect the quality of the non-invasive reconstruction of AF markers such as DF or reentrant activity. Knowing the geometrical parameters that worsen non-invasive AF maps may help to measure each detected AF driver reliability.
心电图成像(ECGI)可以通过基于频率或相位分析的特定标记物来表征心房颤动(AF)等心脏病理。在这项研究中,研究了患者躯干和心房的几何形状对ECGI分辨率的影响。在30例患者躯干上放置了真实的3D心房几何形状,并计算了每个躯干30个不同AF模拟的ECGI信号。对每种情况计算优势频率(DF)和可重入活动分析。计算每个躯干(患者间差异的30-80%)和心房的解剖和几何测量,并将ECGI估计值与离去的EGM图的误差进行比较。结果显示,胸围大会加重心房颤动标志物的无创计算(p<0.05)。此外,来自每个心房区域的更多可见电极数量改善了ECGI特征,测量为更低的DF偏差(0.64±0.26 Hz vs 0.72±0.27 Hz, p<0.05)和更高的重入活动一致性(10.1±12.2% vs 3.4±3.4%,p<0.05)。躯干和心房几何形状影响房颤标志物(如DF或再入活动)的无创重建质量。了解使非侵入式自动对焦图恶化的几何参数可能有助于测量每个检测到的自动对焦驱动程序的可靠性。
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引用次数: 0
New Mathematical Models for the Mouse Atrial Fast Sodium Channel 小鼠心房快速钠通道的新数学模型
Pub Date : 2019-09-01 DOI: 10.23919/CinC49843.2019.9005857
Shanzhuo Zhang, Wei Wang, Kuanquan Wang, Henggui Zhang
The fast sodium channel (FSC) is one of the most important channels in the cardiomyocytes. It leads the activation of the cardiac action potentials and its dysfunction may leads to many severe pathologies. However, the currently widely used FSC model is not developed for mouse, and relatively outdated compared with the emerging experimental data on mouse atria, making the model less reliable in investigating the mechanisms underlying atrial arrhythmias. In this work, we intend to develop a new model for the mouse atrial FSC which can reproduce the newly published experimental data. The kinetics of and the current generated by our new model were thoroughly validated. We investigated the response of the new model to infra- or supra-threshold stimuli and found that it needs a smaller stimulus to be activated and has a higher driving ability compared with the old model. The current amplitude of the new model also shows a smoother stimulus-dependent curve than the old model. This model will be a more suitable tool in the research of atrial arrhythmias.
快速钠离子通道(FSC)是心肌细胞中最重要的通道之一。它导致心脏动作电位的激活,其功能障碍可导致许多严重的病理。然而,目前广泛使用的FSC模型并不是针对小鼠开发的,与新兴的小鼠心房实验数据相比,FSC模型相对过时,使得该模型在研究心房心律失常的机制方面不太可靠。在这项工作中,我们打算建立一个新的小鼠心房FSC模型,可以复制新发表的实验数据。我们的新模型产生的动力学和电流得到了彻底的验证。我们研究了新模型对阈下或阈上刺激的反应,发现与旧模型相比,它需要更小的刺激才能被激活,并且具有更高的驾驶能力。新模型的当前振幅也显示出比旧模型更平滑的刺激依赖曲线。该模型将成为研究心房心律失常的一个更合适的工具。
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引用次数: 0
期刊
2019 Computing in Cardiology (CinC)
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