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基于DenseNet的心电数据自动诊断算法 被引量:13
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作者 赖杰伟 陈韵岱 +5 位作者 韩宝石 季磊 石亚君 黄志聪 阳维 冯前进 《南方医科大学学报》 CAS CSCD 北大核心 2019年第1期69-75,共7页
目的使用卷积网络训练多导联心电图数据,并将新的心电数据准确地分类,为医生提供可靠的辅助诊断信息。方法先用带通滤波器对数据进行预处理,使用信号分帧的方式调整不同长度的数据处于同样的大小,便于网络的训练测试;同时采用增加样本... 目的使用卷积网络训练多导联心电图数据,并将新的心电数据准确地分类,为医生提供可靠的辅助诊断信息。方法先用带通滤波器对数据进行预处理,使用信号分帧的方式调整不同长度的数据处于同样的大小,便于网络的训练测试;同时采用增加样本的方法扩充数据整体,增加异常样本的检出率;针对不同导联的差异性使用深度可分离卷积更有针对性地提取不同通道的特征。使用基于DenseNet的分类模型对多个标签分别训练二分类器,完成多标签分类任务。结果对数据的正异常识别准确率可以达到80.13%,灵敏度,特异度和F1分别为80.38%,79.91%和79.35%。结论本文提出的模型能快速并有效地对心电数据进行预测,在GPU上单个数据的运行时间约在33.59 ms,实时预测结果能满足应用需求。 展开更多
关键词 心电预处理 信号分帧 深度可分离卷积 密集连接型卷积网络
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心电信号特征检测算法研究 被引量:4
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作者 黄家洺 郑日荣 曾绳涛 《机电工程技术》 2013年第8期106-110,共5页
提出一种针对心电信号特征检测的快速算法。首先针对干扰信号的频率特性分别采用了中值滤波、梳状滤波器、Butter worth滤波器去除噪声干扰。然后根据心电波形特性采用一种自适应阈值差分算法来进行QRS波检测。接着采用改进后的局域变... 提出一种针对心电信号特征检测的快速算法。首先针对干扰信号的频率特性分别采用了中值滤波、梳状滤波器、Butter worth滤波器去除噪声干扰。然后根据心电波形特性采用一种自适应阈值差分算法来进行QRS波检测。接着采用改进后的局域变换法检测P、T波。利用MIT-BIH的QT数据库对所提出的算法进行评估,QRS群波检测率达99.65%以上,对P、T波的定位误差在50 ms以内。试验结果表明,该算法能提高各波的检测精度,适于实际应用。 展开更多
关键词 心电预处理 特征检测 自适应阈值差分法 局域变换法
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Mediated protective effect of electroacupuncture pretreatment by miR-214 on myocardial ischemia/reperfusion injury 被引量:24
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作者 Pei-Yu LIU Yi TIAN Shi-Yuan XU 《Journal of Geriatric Cardiology》 SCIE CAS CSCD 2014年第4期303-310,共8页
Background Electroacupuncture pretreatment plays a protective role in myocardial ischemia/reperfusion (I/R) injury and microRNAs (miRNAs) could act on various facets of cardiac function. However, the role of miRNA... Background Electroacupuncture pretreatment plays a protective role in myocardial ischemia/reperfusion (I/R) injury and microRNAs (miRNAs) could act on various facets of cardiac function. However, the role of miRNAs in the cardioprotection by electroacupuncture pre-treatment on myocardial I/R injury remains unknown. The purpose of the study was to examine whether miR-214 was involved in cardio-protection by electroacupuncture. Methods Using rat myocardial I/R model, we examined the role of electroacupuncture pretreatment in myocardial I/R injury and analyzed the changes in the expression of miR-214. In addition, I/R was simulated in vitro by performing oxy-gen-glucose deprivation (OGD) on H9c2 cell cultures, and the effect of electroacupuncture pretreatment on I/R injury as well as expressional level of miR-214 were examined in vitro. Furthermore, the miR-214 mimic was transfected into OGD-treated H9c2 cells, we analyzed the cell apoptosis, lactate dehydrogenase (LDH) and creatine kinase (CK) activities, intracellular free Ca2+concentration ([Ca2+]i) as well as the relative protein levels of sodium/calcium exchanger 1(NCX1), BCL2-like 11 (BIM), calmodulin-dependent protein kinase IIδ(CaMKIIδ) and Cyclophilin D (CypD). Results The in vivo results revealed that compared with the I/R group, the electroacupuncture pretreatment group showed significant decreased myocardial infarct size, as well as the increased indices of the cardiac function, including heart rate, mean arterial pressure, left ventricular systolic pressure and maximal rate for left ventricular pressure rising and declining (±dp/dt max). In addition, electroacupuncture pretreatment could inhibit the elevation of LDH and CK activities induced by I/R injury. The quantitative PCR (qPCR) results demonstrated electroacupuncture pretreatment could provide cardioprotection against myocardial I/R injury in rats with miR-214 up-regulation. In the meanwhile, in vitro, electroacupuncture pretreatment protected H9c2 cells from OGD-induced injury. Trans-fection of miR-214 mimic showed protective effects on OGD-induced injury to H9c2 cells by reducing apoptosis, decreasing LDH and CK activities, rescuing the OGD-induced Ca2+and down-regulating elevated protein levels of NCX1, BIM, CaMKIIδand CypD. Conclusions Our findings firstly demonstrated that electroacupuncture pretreatment promotes the expression of miR-214 in myocardial I/R injury and miR-214 contributes to the protective effect of electroacupuncture on myocardial I/R injury. 展开更多
关键词 I/R injury miR-214 ELECTROACUPUNCTURE Protective effect
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