Literature DB >> 33435378

Entropy Analysis of COVID-19 Cardiovascular Signals.

Dragana Bajić1, Vlado Đajić2, Branislav Milovanović3,4.   

Abstract

The world has faced a coronavirus outbreak, which, in addition to lung complications, has caused other serious problems, including cardiovascular. There is still no explanation for the mechanisms of coronavirus that trigger dysfunction of the cardiac autonomic nervous system (ANS). We believe that the complex mechanisms that change the status of ANS could only be solved by advanced multidimensional analysis of many variables, obtained both from the original cardiovascular signals and from laboratory analysis and detailed patient history. The aim of this paper is to analyze different measures of entropy as potential dimensions of the multidimensional space of cardiovascular data. The measures were applied to heart rate and systolic blood pressure signals collected from 116 patients with COVID-19 and 77 healthy controls. Methods that indicate a statistically significant difference between patients with different levels of infection and healthy controls will be used for further multivariate research. As a result, it was shown that a statistically significant difference between healthy controls and patients with COVID-19 was shown by sample entropy applied to integrated transformed probability signals, common symbolic dynamics entropy, and copula parameters. Statistical significance between serious and mild patients with COVID-19 can only be achieved by cross-entropies of heart rate signals and systolic pressure. This result contributes to the hypothesis that the severity of COVID-19 disease is associated with ANS disorder and encourages further research.

Entities:  

Keywords:  COVID-19; composite multiscale entropy; copula; dependency structures; sample entropy

Year:  2021        PMID: 33435378      PMCID: PMC7826611          DOI: 10.3390/e23010087

Source DB:  PubMed          Journal:  Entropy (Basel)        ISSN: 1099-4300            Impact factor:   2.524


  16 in total

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Journal:  Comput Methods Programs Biomed       Date:  2016-05-24       Impact factor: 5.428

5.  Binarized cross-approximate entropy in crowdsensing environment.

Authors:  Tamara Skoric; Omer Mohamoud; Branislav Milovanovic; Nina Japundzic-Zigon; Dragana Bajic
Journal:  Comput Biol Med       Date:  2016-12-01       Impact factor: 4.589

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8.  On Entropy of Probability Integral Transformed Time Series.

Authors:  Dragana Bajić; Nataša Mišić; Tamara Škorić; Nina Japundžić-Žigon; Miloš Milovanović
Journal:  Entropy (Basel)       Date:  2020-10-12       Impact factor: 2.524

Review 9.  Covid-19 and the cardiovascular system: a comprehensive review.

Authors:  Rafael Bellotti Azevedo; Bruna Gopp Botelho; João Victor Gonçalves de Hollanda; Leonardo Villa Leão Ferreira; Letícia Zarur Junqueira de Andrade; Stephanie Si Min Lilienwald Oei; Tomás de Souza Mello; Elizabeth Silaid Muxfeldt
Journal:  J Hum Hypertens       Date:  2020-07-27       Impact factor: 3.012

10.  The Variety of Cardiovascular Presentations of COVID-19.

Authors:  Justin A Fried; Kumudha Ramasubbu; Reema Bhatt; Veli K Topkara; Kevin J Clerkin; Evelyn Horn; LeRoy Rabbani; Daniel Brodie; Sneha S Jain; Ajay J Kirtane; Amirali Masoumi; Koji Takeda; Deepa Kumaraiah; Daniel Burkhoff; Martin Leon; Allan Schwartz; Nir Uriel; Gabriel Sayer
Journal:  Circulation       Date:  2020-04-03       Impact factor: 29.690

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  8 in total

Review 1.  Autonomic Dysfunction during Acute SARS-CoV-2 Infection: A Systematic Review.

Authors:  Irene Scala; Pier Andrea Rizzo; Simone Bellavia; Valerio Brunetti; Francesca Colò; Aldobrando Broccolini; Giacomo Della Marca; Paolo Calabresi; Marco Luigetti; Giovanni Frisullo
Journal:  J Clin Med       Date:  2022-07-04       Impact factor: 4.964

2.  Deep Learning Techniques in the Classification of ECG Signals Using R-Peak Detection Based on the PTB-XL Dataset.

Authors:  Sandra Śmigiel; Krzysztof Pałczyński; Damian Ledziński
Journal:  Sensors (Basel)       Date:  2021-12-07       Impact factor: 3.576

3.  Heart Rate in Patients with SARS-CoV-2 Infection: Prevalence of High Values at Discharge and Relationship with Disease Severity.

Authors:  Alessandro Maloberti; Nicola Ughi; Davide Paolo Bernasconi; Paola Rebora; Iside Cartella; Enzo Grasso; Deborah Lenoci; Francesca Del Gaudio; Michela Algeri; Sara Scarpellini; Enrico Perna; Alessandro Verde; Caterina Santolamazza; Francesco Vicari; Maria Frigerio; Antonia Alberti; Maria Grazia Valsecchi; Claudio Rossetti; Oscar Massimiliano Epis; Cristina Giannattasio
Journal:  J Clin Med       Date:  2021-11-28       Impact factor: 4.241

Review 4.  Autonomic dysfunction in SARS-COV-2 infection acute and long-term implications COVID-19 editor's page series.

Authors:  Richard C Becker
Journal:  J Thromb Thrombolysis       Date:  2021-08-17       Impact factor: 2.300

5.  Reduction of Cardiac Autonomic Modulation and Increased Sympathetic Activity by Heart Rate Variability in Patients With Long COVID.

Authors:  Karina Carvalho Marques; Camilla Costa Silva; Steffany da Silva Trindade; Márcio Clementino de Souza Santos; Rodrigo Santiago Barbosa Rocha; Pedro Fernando da Costa Vasconcelos; Juarez Antônio Simões Quaresma; Luiz Fábio Magno Falcão
Journal:  Front Cardiovasc Med       Date:  2022-04-29

6.  Applying Multiple Functional Connectivity Features in GCN for EEG-Based Human Identification.

Authors:  Wenli Tian; Ming Li; Xiangyu Ju; Yadong Liu
Journal:  Brain Sci       Date:  2022-08-12

7.  Sympathetic Vagal Balance and Cognitive Performance in Young Adults during the NIH Cognitive Test.

Authors:  Jinhyun Lee; Richard K Shields
Journal:  J Funct Morphol Kinesiol       Date:  2022-08-18

8.  Complexity of COVID-19 Dynamics.

Authors:  Bellie Sivakumar; Bhadran Deepthi
Journal:  Entropy (Basel)       Date:  2021-12-27       Impact factor: 2.524

  8 in total

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