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心电图数据分析的热图可视化。

Heat map visualization for electrocardiogram data analysis.

机构信息

Department of Cardiology, Shantou Central Hospital, Shantou, 515000, Guangdong, China.

Department of Cardiology, the First Affiliated Hospital of Shantou University Medical College, No. 57 Changping Road, Shantou, 515000, Guangdong, China.

出版信息

BMC Cardiovasc Disord. 2020 Jun 8;20(1):277. doi: 10.1186/s12872-020-01560-8.

Abstract

BACKGROUND

Most electrocardiogram (ECG) studies still take advantage of traditional statistical functions, and the results are mostly presented in tables, histograms, and curves. Few papers display ECG data by visual means. The aim of this study was to analyze and show data for electrocardiographic left ventricular hypertrophy (LVH) with ST-segment elevation (STE) by a heat map in order to explore the feasibility and clinical value of heat mapping for ECG data visualization.

METHODS

We sequentially collected the electrocardiograms of inpatients in the First Affiliated Hospital of Shantou University Medical College from July 2015 to December 2015 in order to screen cases of LVH with STE. HemI 1.0 software was used to draw heat maps to display the STE of each lead of each collected ECG. Cluster analysis was carried out based on the heat map and the results were drawn as tree maps (pedigree maps) in the heat map.

RESULTS

In total, 60 cases of electrocardiographic LVH with STE were screened and analyzed. STE leads were mainly in the V, V and V leads. The ST-segment shifts of each lead of each collected ECG could be conveniently visualized in the heat map. According to cluster analysis in the heat map, STE leads were clustered into two categories, comprising of the right precordial leads (V, V, V) and others (V, V, V, I, II, III, aVF, aVL, aVR). Moreover, the STE amplitude in 40% (24 out of 60) of cases reached the threshold specified in the STEMI guideline. These cases also could be fully displayed and visualized in the heat map. Cluster analysis in the heat map showed that the III, aVF and aVR leads could be clustered together, the V, V, V and V leads could be clustered together, and the V, V, I and aVL leads could be clustered together.

CONCLUSION

Heat maps and cluster analysis can be used to fully display every lead of each electrocardiogram and provide relatively comprehensive information.

摘要

背景

大多数心电图(ECG)研究仍然利用传统的统计功能,结果大多以表格、直方图和曲线呈现。很少有论文以可视化的方式显示心电图数据。本研究旨在通过热图分析和显示心电图左心室肥厚(LVH)伴 ST 段抬高(STE)的数据,以探索热图用于心电图数据可视化的可行性和临床价值。

方法

我们顺序收集 2015 年 7 月至 2015 年 12 月汕头大学医学院第一附属医院住院患者的心电图,以筛选出伴有 STE 的 LVH 病例。使用 HemI 1.0 软件绘制热图以显示每个收集的心电图各导联的 STE。基于热图进行聚类分析,并将结果以树图(系谱图)绘制在热图中。

结果

共筛选和分析了 60 例心电图 LVH 伴 STE。STE 导联主要位于 V 、 V 和 V 导联。热图可方便地显示各导联心电图的 ST 段偏移。根据热图中的聚类分析,STE 导联分为两类,包括前正中线导联(V 、 V 、 V )和其他导联(V 、 V 、 V 、I、II、III、aVF、aVL、aVR)。此外,40%(60 例中有 24 例)的病例 STE 幅度达到 STEMI 指南规定的阈值。这些病例也可以在热图中得到充分显示和可视化。热图中的聚类分析显示,III、aVF 和 aVR 导联可以聚类在一起,V 、 V 、 V 和 V 导联可以聚类在一起,V 、 V 、 I 和 aVL 导联可以聚类在一起。

结论

热图和聚类分析可以用于充分显示每个心电图的每个导联,并提供相对全面的信息。

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