Literature DB >> 34304289

Moving average and standard deviation thresholding (MAST): a novel algorithm for accurate R-wave detection in the murine electrocardiogram.

Nicolle J Domnik1,2, Sami Torbey3, Geoffrey E J Seaborn3, John T Fisher4,5, Selim G Akl3, Damian P Redfearn3,5,6.   

Abstract

Advances in implantable radio-telemetry or diverse biologging devices capable of acquiring high-resolution ambulatory electrocardiogram (ECG) or heart rate recordings facilitate comparative physiological investigations by enabling detailed analysis of cardiopulmonary phenotypes and responses in vivo. Two priorities guiding the meaningful adoption of such technologies are: (1) automation, to streamline and standardize large dataset analysis, and (2) flexibility in quality-control. The latter is especially relevant when considering the tendency of some fully automated software solutions to significantly underestimate heart rate when raw signals contain high-amplitude noise. We present herein moving average and standard deviation thresholding (MAST), a novel, open-access algorithm developed to perform automated, accurate, and noise-robust single-channel R-wave detection from ECG obtained in chronically instrumented mice. MAST additionally and automatically excludes and annotates segments where R-wave detection is not possible due to artefact levels exceeding signal levels. Customizable settings (e.g. window width of moving average) allow for MAST to be scaled for use in non-murine species. Two expert reviewers compared MAST's performance (true/false positive and false negative detections) with that of a commercial ECG analysis program. Both approaches were applied blindly to the same random selection of 270 3-min ECG recordings from a dataset containing varying amounts of signal artefact. MAST exhibited roughly one quarter the error rate of the commercial software and accurately detected R-waves with greater consistency and virtually no false positives (sensitivity, Se: 98.48% ± 4.32% vs. 94.59% ± 17.52%, positive predictivity, +P: 99.99% ± 0.06% vs. 99.57% ± 3.91%, P < 0.001 and P = 0.0274 respectively, Wilcoxon signed rank; values are mean ± SD). Our novel, open-access approach for automated single-channel R-wave detection enables investigators to study murine heart rate indices with greater accuracy and less effort. It also provides a foundational code for translation to other mammals, ectothermic vertebrates, and birds.
© 2021. The Author(s), under exclusive licence to Springer-Verlag GmbH Germany, part of Springer Nature.

Entities:  

Keywords:  Autonomic nervous system; Comparative physiology; ECG; Methodology

Mesh:

Year:  2021        PMID: 34304289     DOI: 10.1007/s00360-021-01389-3

Source DB:  PubMed          Journal:  J Comp Physiol B        ISSN: 0174-1578            Impact factor:   2.200


  43 in total

1.  Long-term telemetric recording of arterial pressure and heart rate in mice fed basal and high NaCl diets.

Authors:  S H Carlson; J M Wyss
Journal:  Hypertension       Date:  2000-02       Impact factor: 10.190

2.  Is cold acclimation of benefit to hibernating rodents?

Authors:  Stuart Egginton; Shaun May; Durmus Deveci; David Hauton
Journal:  J Exp Biol       Date:  2013-02-21       Impact factor: 3.312

3.  Power spectral analysis of heart rate variability in cynomolgus monkeys in safety pharmacology studies: comparative study with beagle dogs.

Authors:  Pascal Champeroux; Eric Martel; Sebastien Jude; Christine Laigot; Arnaud Laveissière; Andrée-Anne Weyn-Marotte; John Sinclair Lawrence Fowler; Anne Maurin; Serge Richard; Dominique Babuty
Journal:  J Pharmacol Toxicol Methods       Date:  2013-02-19       Impact factor: 1.950

4.  Reliability of old and new ventricular fibrillation detection algorithms for automated external defibrillators.

Authors:  Anton Amann; Robert Tratnig; Karl Unterkofler
Journal:  Biomed Eng Online       Date:  2005-10-27       Impact factor: 2.819

5.  Effect of dietary omega-3 fatty acids on the heart rate and the heart rate variability responses to myocardial ischemia or submaximal exercise.

Authors:  George E Billman; William S Harris
Journal:  Am J Physiol Heart Circ Physiol       Date:  2011-04-01       Impact factor: 4.733

6.  Episodic coronary artery vasospasm and hypertension develop in the absence of Sur2 K(ATP) channels.

Authors:  William A Chutkow; Jielin Pu; Matthew T Wheeler; Tomoyuki Wada; Jonathan C Makielski; Charles F Burant; Elizabeth M McNally
Journal:  J Clin Invest       Date:  2002-07       Impact factor: 14.808

7.  Improvements in atrial fibrillation detection for real-time monitoring.

Authors:  Saeed Babaeizadeh; Richard E Gregg; Eric D Helfenbein; James M Lindauer; Sophia H Zhou
Journal:  J Electrocardiol       Date:  2009-07-15       Impact factor: 1.438

8.  Bidirectional ventricular tachycardia and fibrillation elicited in a knock-in mouse model carrier of a mutation in the cardiac ryanodine receptor.

Authors:  Marina Cerrone; Barbara Colombi; Massimo Santoro; Marina Raffaele di Barletta; Mario Scelsi; Laura Villani; Carlo Napolitano; Silvia G Priori
Journal:  Circ Res       Date:  2005-05-12       Impact factor: 17.367

9.  PhysioZoo: A Novel Open Access Platform for Heart Rate Variability Analysis of Mammalian Electrocardiographic Data.

Authors:  Joachim A Behar; Aviv A Rosenberg; Ido Weiser-Bitoun; Ori Shemla; Alexandra Alexandrovich; Eugene Konyukhov; Yael Yaniv
Journal:  Front Physiol       Date:  2018-10-04       Impact factor: 4.566

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