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基于卷积神经网络的房室肥大心电图的自动识别与分类诊断
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作者 佟彦妮 张瑞卿 +3 位作者 沈阳 蒋华 常世杰 沙宪政 《中国医疗器械杂志》 2020年第1期20-23,32,共5页
目的识别房室肥大心电图,并对其进行自动分类诊断。方法利用采集于中国医科大学附属第一医院的心电图数据,使用传统方式与CNN相结合,构造10层一维CNN实现心电信号特征的自动提取,并对其进行分类。使用ROC曲线,Sensitivity,F1分数对模型... 目的识别房室肥大心电图,并对其进行自动分类诊断。方法利用采集于中国医科大学附属第一医院的心电图数据,使用传统方式与CNN相结合,构造10层一维CNN实现心电信号特征的自动提取,并对其进行分类。使用ROC曲线,Sensitivity,F1分数对模型的测试结果进行评估。结果对房室肥大心电图的识别中,测试集的AUC值为0.991,房室肥大的自动分类诊断中,F1分数最高可达0.992。结论该实验的CNN模型可实现对房室肥大心电图的辅助诊断。 展开更多
关键词 房室肥大 卷积神经网络 辅助诊断
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艾滋病心脏损害心电学研究 被引量:4
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作者 李中健 艾同建 +4 位作者 汤建民 李爱军 贾志斌 李世锋 俞珊容 《河南医学研究》 CAS 2009年第1期42-44,共3页
目的:了解艾滋病患者心脏损害情况及相应心电学变化。方法:对293例AIDS患者、151例非艾滋病患者及118例健康体检者常规ECG进行对比分析。结果:①ECG正常:AIDS组30.4%,非AIDS组40.4%,对照组56.8%;②右房室肥大:AIDS组5.1%,非AIDS组2.0%,... 目的:了解艾滋病患者心脏损害情况及相应心电学变化。方法:对293例AIDS患者、151例非艾滋病患者及118例健康体检者常规ECG进行对比分析。结果:①ECG正常:AIDS组30.4%,非AIDS组40.4%,对照组56.8%;②右房室肥大:AIDS组5.1%,非AIDS组2.0%,对照组0.0%;③快心律失常:AIDS组23.9%,非AIDS组14.6%,对照组10.2%;④QRS波低电压伴T波改变:AIDS组4.8%,非AIDS组0.7%,对照组0.0%;⑤ST-T改变:AIDS组28.3%,非AIDS组20.5%,对照组11.0%。结论:AIDS患者心脏损害主要造成右房室肥大、快心律失常、QRS波低电压伴T波改变及ST-T改变等ECG改变,其中右房肥大、快心律失常、QRS波低电压伴T波改变为其特征性改变。 展开更多
关键词 艾滋病 心电图 心律失常 房室肥大 ST—T改变
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Pathological study on right atrium myocardium in rheumatic heart disease patients with atrial fibrillation
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作者 段翔鹰 张宝仁 李莉 《Journal of Medical Colleges of PLA(China)》 CAS 2002年第4期285-289,共5页
Objective: To study the pathological basis of right atrial fibrillation in rheumatic heart disease (RHD) patients with atrial fibrillation (AF). Methods: Twenty-nine patients with mitral valve replacement of RHD were ... Objective: To study the pathological basis of right atrial fibrillation in rheumatic heart disease (RHD) patients with atrial fibrillation (AF). Methods: Twenty-nine patients with mitral valve replacement of RHD were divided into AF group (n=13) and sinus rhythm group (SN group) (n=16). There was no significant statistical difference in clinical factors between the 2 groups. During the operation of valve replace-ment, the samples of right atrial appendages were taken and the qualitative and quantitative study were made by light microscopy and electron microscopy. Results: (1) Light microscope: The interstitial fibrosis and the arrangement of myocardium was more disordered in AF group than that in SN group. However, no statistic difference was found in interstitial fibrosis and cellar hypertrophy degree between the 2 groups. (2) Electron microscope: Mitochondrial crosta broke and dissolved obviously in AF group. The mitochondrial volume in AF group was smaller than that in SN group. Volume density, average area and average perimeter in AF group were less than that in SN group ; specific surface in AF group was bigger than that in SN group. There was significant difference of above factors between the 2 groups; but there was no significant difference of surface density and numerical density on area in the 2 groups. Volume density of myofibril in AF group and SN group were less than that in SN group. (3)Split of Intercalated disc(ID) gap was found in AF group, and there was marrowing and floccular substance in ID gap. Conclusion : There were significant differences in the pathological changes of right atrial myocardium between AF and SN with RHD, these changes may be the im-portant pathological basis for RA fibrillation of AF patients with RHD. 展开更多
关键词 HEART rheumatic heart disease atrial fibrillation PATHOLOGY ULTRASTRUCTURE
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