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Study of risk factors for injuries due to cardiopulmonary resuscitation with special focus on the role of the heart: A machine learning analysis of a prospective registry with multiple sources of information (ReCaPTa Study)

  • Dades identificatives

    Identificador: imarina:9384666
    Autors:
    Garcia-Vilana, SilviaKumar, VikasKumar, SauravBarberia, EnekoLandin, InesGranado-Font, EsterSola-Munoz, SilviaJimenez-Fabrega, XavierBardaji, AlfredoHardig, Bjarne MadsenAzeli, Youcef
    Resum:
    Background: The study of thoracic injuries and biomechanics during CPR requires detailed studies that are very scarce. The role of the heart in CPR biomechanics has not been determined. This study aimed to determine the risk factors importance for serious ribcage damage due to CPR. Methods: Data were collected from a prospective registry of out-of-hospital cardiac arrest between April 2014 and April 2017. This study included consecutive out-of-hospital CPR attempts undergoing an autopsy study focused on CPR injuries. Cardiac mass ratio was defined as the ratio of real to expected heart mass. Pearson's correlation coefficient was used to select clinically relevant variables and subsequently classification tree models were built. The Gini index was used to determine the importance of the associated serious ribcage damage factors. The LUCAS (R) chest compressions device forces and the cardiac mass were analyzed by linear regression. Results: Two hundred CPR attempts were included (133 manual CPR and 67 mechanical CPR). The mean age of the sample was 60.4 +/- 13.5, and 56 (28%) were women. In all, 65.0% of the patients presented serious ribcage damage. From the classification tree build with the clinically relevant variables, age (0.44), cardiac mass ratio (0.26), CPR time (0.22), and mechanical CPR (0.07), in that order, were the most influential factors on serious ribcage damage. The chest compression forces were greater in subjects with higher cardiac mass. Conclusions: The heart plays a key role in CPR biomechanics being cardiac mass ratio the second most important risk factor for CPR injuries.
  • Altres:

    Autor segons l'article: Garcia-Vilana, Silvia; Kumar, Vikas; Kumar, Saurav; Barberia, Eneko; Landin, Ines; Granado-Font, Ester; Sola-Munoz, Silvia; Jimenez-Fabrega, Xavier; Bardaji, Alfredo; Hardig, Bjarne Madsen; Azeli, Youcef
    Departament: Enginyeria Química
    Autor/s de la URV: Barberia Marcalain, Eneko / Bardají Ruiz, Alfredo / Kumar, Vikas / Landin Roig, Maria Ines
    Paraules clau: Biomechanics Cardiac arrest Cardiopulmonary resuscitation Chest compression Complications Heart Hospital cardiac-arrest Keywords : heart Mode Position Safety Sternum Thoracic injurie Thoracic injuries
    Resum: Background: The study of thoracic injuries and biomechanics during CPR requires detailed studies that are very scarce. The role of the heart in CPR biomechanics has not been determined. This study aimed to determine the risk factors importance for serious ribcage damage due to CPR. Methods: Data were collected from a prospective registry of out-of-hospital cardiac arrest between April 2014 and April 2017. This study included consecutive out-of-hospital CPR attempts undergoing an autopsy study focused on CPR injuries. Cardiac mass ratio was defined as the ratio of real to expected heart mass. Pearson's correlation coefficient was used to select clinically relevant variables and subsequently classification tree models were built. The Gini index was used to determine the importance of the associated serious ribcage damage factors. The LUCAS (R) chest compressions device forces and the cardiac mass were analyzed by linear regression. Results: Two hundred CPR attempts were included (133 manual CPR and 67 mechanical CPR). The mean age of the sample was 60.4 +/- 13.5, and 56 (28%) were women. In all, 65.0% of the patients presented serious ribcage damage. From the classification tree build with the clinically relevant variables, age (0.44), cardiac mass ratio (0.26), CPR time (0.22), and mechanical CPR (0.07), in that order, were the most influential factors on serious ribcage damage. The chest compression forces were greater in subjects with higher cardiac mass. Conclusions: The heart plays a key role in CPR biomechanics being cardiac mass ratio the second most important risk factor for CPR injuries.
    Àrees temàtiques: Cardiology and cardiovascular medicine Critical care medicine Emergency medicine Emergency nursing
    Accès a la llicència d'ús: https://creativecommons.org/licenses/by/3.0/es/
    Adreça de correu electrònic de l'autor: eneko.barberia@urv.cat alfredo.bardaji@urv.cat eneko.barberia@urv.cat mariaines.landin@urv.cat vikas.kumar@urv.cat
    Identificador de l'autor: 0000-0001-5804-3597 0000-0003-1900-6974 0000-0001-5804-3597 0000-0002-9795-5967
    Data d'alta del registre: 2024-10-12
    Versió de l'article dipositat: info:eu-repo/semantics/publishedVersion
    Referència a l'article segons font original: Resuscitation Plus. 17 100559-
    Referència de l'ítem segons les normes APA: Garcia-Vilana, Silvia; Kumar, Vikas; Kumar, Saurav; Barberia, Eneko; Landin, Ines; Granado-Font, Ester; Sola-Munoz, Silvia; Jimenez-Fabrega, Xavier; B (2024). Study of risk factors for injuries due to cardiopulmonary resuscitation with special focus on the role of the heart: A machine learning analysis of a prospective registry with multiple sources of information (ReCaPTa Study). Resuscitation Plus, 17(), 100559-. DOI: 10.1016/j.resplu.2024.100559
    URL Document de llicència: https://repositori.urv.cat/ca/proteccio-de-dades/
    Entitat: Universitat Rovira i Virgili
    Any de publicació de la revista: 2024
    Tipus de publicació: Journal Publications
  • Paraules clau:

    Cardiology and Cardiovascular Medicine,Critical Care Medicine,Emergency Medicine,Emergency Nursing
    Biomechanics
    Cardiac arrest
    Cardiopulmonary resuscitation
    Chest compression
    Complications
    Heart
    Hospital cardiac-arrest
    Keywords : heart
    Mode
    Position
    Safety
    Sternum
    Thoracic injurie
    Thoracic injuries
    Cardiology and cardiovascular medicine
    Critical care medicine
    Emergency medicine
    Emergency nursing
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