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用于鉴别宽QRS波群心动过速的自动和手动方法的数据集与分析

Dataset and analysis of automated and manual methods to differentiate wide QRS complex tachycardias.

作者信息

LoCoco Sarah, Kashou Anthony H, Deshmukh Abhishek J, Asirvatham Samuel J, DeSimone Christopher V, Mikhova Krasimira M, Sodhi Sandeep S, Cuculich Phillip S, Ghadban Rugheed, Cooper Daniel H, Maddox Thomas M, Noseworthy Peter A, May Adam M

机构信息

Department of Medicine, Division of Cardiovascular Diseases, Washington University School of Medicine in St. Louis, St. Louis, MO, United States.

Department of Cardiovascular Medicine, Mayo Clinic, Rochester, MN, United States.

出版信息

Data Brief. 2024 Dec 3;58:111198. doi: 10.1016/j.dib.2024.111198. eCollection 2025 Feb.

DOI:10.1016/j.dib.2024.111198
PMID:39758517
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC11698938/
Abstract

The differentiation of wide complex tachycardias (WCTs) into ventricular tachycardia (VT) and supraventricular wide tachycardia (SWCT) via 12-lead ECG (electrocardiogram) interpretation is a crucial yet demanding clinical task. Decades of research have been dedicated to simplifying and improving this differentiation via manual algorithms. Despite such research, the effectiveness of such algorithms still remains limited, primarily due to reliance on user expertise. To combat this limitation, automated algorithms have been created that show promise as alternatives to manual ECG interpretation. However, direct comparison of the methods' diagnostic performances has not been undertaken. A recent publication (LoCoco et al., 2024) compared the diagnostic performance between traditional manual ECG interpretation approaches (i.e. Brugada, Vereckei aVR, and VT Score) to novel automated wide QRS complex tachycardia differentiation algorithms (i.e. WCT Formula I, WCT Formula II, VT Prediction Model, Solo Model, and Paired Model). Two electrophysiologists independently applied the 3 manual WCT differentiation approaches to 213 ECGs. Simultaneously, computerized data from the same paired WCT with baseline ECGs were processed by the 5 automated WCT differentiation algorithms. Following these analyses, the diagnostic performance of automated algorithms was compared with manual ECG interpretation approaches. In this article, a summary of data components relating to diagnostic performance of the methods tested is presented.

摘要

通过12导联心电图(ECG)解读将宽QRS波群心动过速(WCTs)区分为室性心动过速(VT)和室上性宽QRS波群心动过速(SWCT)是一项至关重要但颇具挑战性的临床任务。数十年来,人们一直致力于通过人工算法简化和改进这种鉴别方法。尽管有此类研究,但这些算法的有效性仍然有限,主要原因是依赖用户的专业知识。为克服这一局限性,已创建了自动算法,显示出有望成为人工心电图解读的替代方法。然而,尚未对这些方法的诊断性能进行直接比较。最近的一篇出版物(洛科科等人,2024年)比较了传统人工心电图解读方法(即 Brugada法、韦雷克艾aVR法和室性心动过速评分法)与新型自动宽QRS波群心动过速鉴别算法(即WCT公式I、WCT公式II、室性心动过速预测模型、单独模型和配对模型)之间的诊断性能。两位电生理学家独立地将3种人工WCT鉴别方法应用于213份心电图。同时,5种自动WCT鉴别算法对来自同一配对WCT与基线心电图的计算机化数据进行了处理。经过这些分析,将自动算法的诊断性能与人工心电图解读方法进行了比较。在本文中,给出了与所测试方法的诊断性能相关的数据成分总结。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f616/11698938/c5179939aa89/gr9.jpg
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https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f616/11698938/97c71326f958/gr8.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f616/11698938/c5179939aa89/gr9.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f616/11698938/3a89b5b94369/gr1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f616/11698938/877cf9601365/gr2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f616/11698938/9ed1d162a659/gr3.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f616/11698938/4fee4e8e5900/gr4.jpg
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https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f616/11698938/f4df3719c2ba/gr6.jpg
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https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f616/11698938/97c71326f958/gr8.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f616/11698938/c5179939aa89/gr9.jpg

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本文引用的文献

1
Direct Comparison of Methods to Differentiate Wide Complex Tachycardias: Novel Automated Algorithms Versus Manual ECG Interpretation Approaches.直接比较区分宽复合心动过速的方法:新型自动化算法与手动心电图解读方法。
Circ Arrhythm Electrophysiol. 2024 Aug;17(8):e012663. doi: 10.1161/CIRCEP.123.012663. Epub 2024 Jul 25.
2
The emergence and destiny of automated methods to differentiate wide QRS complex tachycardias.自动化方法区分宽 QRS 心动过速的出现和命运。
J Electrocardiol. 2023 Nov-Dec;81:44-50. doi: 10.1016/j.jelectrocard.2023.07.008. Epub 2023 Jul 23.
3
Computerized electrocardiogram data transformation enables effective algorithmic differentiation of wide QRS complex tachycardias.
计算机化心电图数据转换可有效区分宽 QRS 复合心动过速的算法。
Ann Noninvasive Electrocardiol. 2023 Jan;28(1):e13018. doi: 10.1111/anec.13018. Epub 2022 Nov 21.
4
Automatic wide complex tachycardia differentiation using mathematically synthesized vectorcardiogram signals.应用数学合成的心向量图信号对宽复杂型心动过速进行自动区分。
Ann Noninvasive Electrocardiol. 2022 Jan;27(1):e12890. doi: 10.1111/anec.12890. Epub 2021 Sep 25.
5
Differentiating wide complex tachycardias: A historical perspective.宽 QRS 心动过速的鉴别诊断:历史回顾。
Indian Heart J. 2021 Jan-Feb;73(1):7-13. doi: 10.1016/j.ihj.2020.09.006. Epub 2020 Sep 23.
6
The WCT Formula II: An effective means to automatically differentiate wide complex tachycardias.WCT公式II:自动鉴别宽QRS波心动过速的有效方法。
J Electrocardiol. 2020 Jul-Aug;61:121-129. doi: 10.1016/j.jelectrocard.2020.05.004. Epub 2020 May 16.
7
Wide Complex Tachycardia Differentiation: A Reappraisal of the State-of-the-Art.宽复合波心动过速鉴别:对现有技术的重新评估。
J Am Heart Assoc. 2020 Jun 2;9(11):e016598. doi: 10.1161/JAHA.120.016598. Epub 2020 May 19.
8
The ventricular tachycardia prediction model: Derivation and validation data.室性心动过速预测模型:推导与验证数据。
Data Brief. 2020 Apr 21;30:105515. doi: 10.1016/j.dib.2020.105515. eCollection 2020 Jun.
9
The VT Prediction Model: A simplified means to differentiate wide complex tachycardias.VT 预测模型:一种简化的宽复杂型心动过速鉴别方法。
J Cardiovasc Electrophysiol. 2020 Jan;31(1):185-195. doi: 10.1111/jce.14321. Epub 2019 Dec 25.
10
The Wide Complex Tachycardia Formula: Derivation and validation data.宽QRS波心动过速公式:推导与验证数据。
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