A method to screen left ventricular dysfunction through ECG based on convolutional neural network

Sun Jin-Yu; Qiu Yue; Guo Hong-Cheng; Hua Yang; Shao Bo; Qiao Yu-Cong; Guo Jin; Ding Han-Lin; Zhang Zhen-Ye; Miao Ling-Feng; Wang Ning; Zhang Yu-Min; Chen Yan; Lu Juan; Dai Min; Zhang Chang-Ying; Wang Ru-Xing

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A method to screen left ventricular dysfunction through ECG based on convolutional neural network

机译：基于卷积神经网络的ECG筛选左心室功能障碍的方法

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Objective This study aims to develop an artificial intelligence-based method to screen patients with left ventricular ejection fraction (LVEF) of 50% or lesser using electrocardiogram (ECG) data alone.

机译：目的本研究旨在开发一种基于人工智能的方法，仅使用心电图（ECG）数据筛查左室射血分数（LVEF）为50%或更低的患者。

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来源
《Journal of cardiovascular electrophysiology 》 |2021年第4期| 共8页
作者
Sun Jin-Yu; Qiu Yue; Guo Hong-Cheng; Hua Yang; Shao Bo; Qiao Yu-Cong; Guo Jin; Ding Han-Lin; Zhang Zhen-Ye; Miao Ling-Feng; Wang Ning; Zhang Yu-Min; Chen Yan; Lu Juan; Dai Min; Zhang Chang-Ying; Wang Ru-Xing;
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作者单位

Nanjing Med Univ Affiliated Wuxi Peoples Hosp Dept Cardiol Wuxi Jiangsu Peoples R China;

Nanjing Med Univ Affiliated Wuxi Peoples Hosp Dept Cardiol Wuxi Jiangsu Peoples R China;

Nanjing Univ Sci &

Technol Tsien Hsue Shen Coll Nanjing Peoples R China;

Nanjing Med Univ Affiliated Hosp 1 Dept Cardiol Nanjing Peoples R China;

Nanjing Med Univ Affiliated Hosp 1 Dept Cardiol Nanjing Peoples R China;

Nanjing Univ Sci &

Technol Tsien Hsue Shen Coll Nanjing Peoples R China;

Nanjing Med Univ Affiliated Wuxi Peoples Hosp Dept Cardiol Wuxi Jiangsu Peoples R China;

Nanjing Med Univ Affiliated Hosp 1 Dept Cardiol Nanjing Peoples R China;

Nanjing Med Univ Affiliated Wuxi Peoples Hosp Dept Cardiol Wuxi Jiangsu Peoples R China;

Nanjing Med Univ Affiliated Wuxi Peoples Hosp Dept Cardiol Wuxi Jiangsu Peoples R China;

Nanjing Med Univ Affiliated Wuxi Peoples Hosp Dept Cardiol Wuxi Jiangsu Peoples R China;

Nanjing Med Univ Affiliated Wuxi Peoples Hosp Dept Cardiol Wuxi Jiangsu Peoples R China;

Nanjing Med Univ Affiliated Wuxi Peoples Hosp Dept Cardiol Wuxi Jiangsu Peoples R China;

Nanjing Med Univ Affiliated Wuxi Peoples Hosp Dept Cardiol Wuxi Jiangsu Peoples R China;

Nanjing Med Univ Affiliated Wuxi Peoples Hosp Dept Cardiol Wuxi Jiangsu Peoples R China;

Nanjing Med Univ Affiliated Wuxi Peoples Hosp Dept Cardiol Wuxi Jiangsu Peoples R China;

Nanjing Med Univ Affiliated Wuxi Peoples Hosp Dept Cardiol Wuxi Jiangsu Peoples R China;

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正文语种 eng
中图分类人体生理学 ;
关键词
artificial intelligence; convolutional neural network; deep learning; electrocardiogram; heart failure; left ventricular ejection fraction;

机译：人工智能;卷积神经网络;深入学习;心电图;心力衰竭;左心室喷射分数;

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专利

1. A novel method based on convolutional neural networks for deriving standard 12-lead ECG from serial 3-lead ECG [J] . Lu-di WANG, Wei ZHOU, Ying XING, 浙江大学学报（英文版）（C辑：计算机与电子） . 2019 ,第003期
2. Intelligent Recognition Method of Insufficient Fluid Supply of Oil Well Based on Convolutional Neural Network [J] . Yanfeng He, Zhenlong Wang, Bin Liu, 长江油气(英文版) . 2021 ,第003期
3. Automated segmentation of left ventricular myocardium using cascading convolutional neural networks based on echocardiography [J] . Shenghan Ren, Yongbing Wang, Rui Hu, AIP Advances . 2021 ,第4期

机译：基于超声心动图的级联卷积神经网络自动分割左心室心肌
4. Estimating left ventricular volume with ROI-based convolutional neural network [J] . FENG ZHU Turkish Journal of Electrical Engineering and Computer Sciences . 2018 ,第1期

机译：基于基于ROI的卷积神经网络估计左心室容积
5. ECG based biometric identification method using QRS images and convolutional neural network [J] . Journal of international management . 2020 ,第2期

机译：基于ECG的基于ECG的生物识别方法，使用QRS图像和卷积神经网络
6. Automatic segmentation of left ventricular myocardium by deep convolutional and de-convolutional neural networks [C] . X.L. Yang, L. Gobeawan, S.Y. Yeo, Computing in Cardiology Conference . 2016

机译：深度卷积和反卷积神经网络自动分割左心室心肌
7. Two projects in theoretical neuroscience: A convolution-based metric for neural membrane potentials and a combinatorial connectionist semantic network method. [D] . Evans, Garrett Nolan. 2015

机译：理论神经科学方面的两个项目：基于卷积的神经膜电位度量和组合连接语义网络方法。
8. Localization of Origins of Premature Ventricular Contraction by Means of Convolutional Neural Network from 12-lead ECG [O] . Ting Yang, Long Yu, Qi Jin, -1

机译：通过12导联心电图的卷积神经网络对室性早搏起源的定位
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机译：在使用新的扩张型心肌病的患者缓和EPOSTERS1385Longitudinal应变评估加速DENSE sequence1407Simultaneous T1和T2与CABIRIA心脏定量：在4维流动的加速算法初始临床experience1423Head对头比较CMR1502Left心室功能和尺寸由混合心脏正电子发射断层摄影术评价 - 磁性共振：由两个modalities1510Left庭派生左室射血分数和心室体积的个体间的比较，在1.5和3特斯拉评估心血管磁共振 - 免费的年龄和性别effects1514Comparison呼吸心脏MRI径向技术标准的多屏气电影SSFP CMR技术的LV卷和Function1536Self-导航自由呼吸各向同性3D整个心脏相位敏感反转恢复磁共振导航仪没有检测右Ventricu心肌infarction1547Assessment的评估拉尔菌株使用心肌变形恢复半自动技术：初步经验和正常Values1586Tissue跟踪心肌变形分析和预测左室重构急性心肌infarction1589Investigating策略优化31P MRS临床心脏在3T：初始Results1620Quantitative标准的先天缺失的诊断心包心脏磁Resonance1632Widespread组织损伤急性心肌梗死时：证据先进CMR relaxometry1322Computed CT冠状动脉成像与压力心脏磁共振对症的管理吻合血管患者：成本效益研究（战略研究）1339Comparison低与高剂量钆布醇在1.5特斯拉晚钆增强成像的临床可行性，在中间型地贫心脏并发症的预测study1347Multi参数心脏核磁共振的前瞻性德穆尔心血管磁共振的ticenter Study1461Prognostic价值衍生心肌纤维化指标在住院的急性期CMR的心脏移植recipients1523The作用：改变基于CMR-paradigms1542Preoperative比分预测缺血性心脏衰竭patients1555Excellent响应速度外科左心室重建心脏再同步化后心室反应治疗与磁共振imaging1626The ECG导引作为心脏磁共振成像致心律失常性基板的在ST段抬高心肌infarction1340Pathological在风险评估经历在3.0T CMR T1映射的室性早搏contractions1649Comparison和血管造影APPROACH分数区域消融患者的预测左束支传导疾病的患者与非缺血性心肌病相关因素：心血管磁共振study1342Myocardial重塑和纤维化nonischaemic扩张型心肌病：在从在由心血管磁性resonance1622Persistent心肌炎症评估肥厚型心肌病的纤维化和收缩功能障碍之间心血管磁性resonance1411The协会由于心肌内出血景点在再灌注STEMI为先导，以不利的LV重塑 - 从低的多参数mapping1566Semiquantitative分析和高的b值DWI的见解为在心脏MRI检测冠状动脉疾病急性myocarditis1567Value在结节性硬化症complex1578Papillary肌肉初诊收缩期Dysfunction1570Usefulness心脏磁共振检测心肌水肿提供进一步的深入了解肥大心脏：心血管磁共振study1627Diagnostic和CMR定时的临床意义（早期与晚）患者肌钙蛋白阳性的急性冠脉综合征和通畅的冠状动脉：表1。
10. Heart Failure: Evaluation and Care of Patients with Left-Ventricular Systolic Dysfunction. Clinical Practice Guideline No. 11; Heart Failure: Management of Patients with Left-Ventricular Systolic Dysfunction. Quick Reference Guide for Clinicians No. 11; Living with Heart Disease: Is It Heart Failure. Patient and Family Guide [R] . 1994

机译：心力衰竭：左心室收缩功能障碍患者的评估和护理。临床实践指南第11号;心力衰竭：左心室收缩功能障碍患者的治疗。临床医生快速参考指南第11号;与心脏病共存：是心衰吗？患者和家庭指南

A method to screen left ventricular dysfunction through ECG based on convolutional neural network

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