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Christou GA, Christou MA, Christou KA, Christodoulou DK, Kiortsis DN. Physiological Changes in QRS Fragmentation in Athletes and Nonathletes without Cardiac Disease. J Clin Med 2024; 13:2741. [PMID: 38792283 PMCID: PMC11122592 DOI: 10.3390/jcm13102741] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/18/2024] [Revised: 05/03/2024] [Accepted: 05/05/2024] [Indexed: 05/26/2024] Open
Abstract
Background/Objectives: QRS fragmentation has not been linked with increased mortality in individuals without known cardiac disease. We aimed to investigate the physiological determinants of QRS fragmentation in individuals without cardiac disease. Methods: Study participants were 163 (54 athletes, 109 nonathletes) asymptomatic individuals with QRS fragmentation but without cardiac disease. QRS fragmentation was assessed in the supine position after deep inspiration or standing up and during exercise. The changes in QRS fragmentation were evaluated over a median follow-up period of 2.3 (0.8-4.9) years. Results: The most common lead with QRS fragmentation was III (63.0% in athletes, 61.5% in nonathletes), immediately followed by V1 (50.0%) and aVF (42.6%) in athletes and aVF (55.0%) in nonathletes. QRS fragmentation in V1 was more frequent in athletes compared to nonathletes (p < 0.001). Among athletes, the presence of QRS fragmentation in V1 could be independently predicted by increased RVOTproxi (right ventricular outflow tract proximal diameter indexed to body surface area) (p < 0.001). Among individuals with QRS fragmentation in V1, deep inspiration resulted in disappearance of QRS fragmentation more frequently in nonathletes compared to athletes (100% vs. 20%, p = 0.003). Deep inspiration resulted in disappearance of QRS fragmentation in aVF (p < 0.001). The presence of QRS fragmentation in II or aVF was associated with increased body mass index (BMI) (p = 0.003). Among athletes without QRS fragmentation in V1 at baseline, the appearance of QRS fragmentation in V1 at the end of follow-up was associated with greater training age (p = 0.034). Among individuals with QRS fragmentation in aVF at baseline, the disappearance of QRS fragmentation in aVF at the end of follow-up was associated with greater reduction in BMI (p = 0.008). Conclusions: The characteristic feature of QRS fragmentation in athletes was the presence of QRS fragmentation in V1, which was associated with RVOTproxi. The persistence of QRS fragmentation in V1 after deep inspiration could serve as a specific marker of exercise-training-related cardiac adaptation. The presence of QRS fragmentation in the leads of the frontal plane was influenced by BMI and respiration phase.
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Affiliation(s)
- Georgios A. Christou
- Department of Radiology, Faculty of Medicine, University of Ioannina, 45332 Ioannina, Greece
- Atherothrombosis Research Centre, Faculty of Medicine, University of Ioannina, 45332 Ioannina, Greece
| | - Maria A. Christou
- Department of Radiology, Faculty of Medicine, University of Ioannina, 45332 Ioannina, Greece
| | | | | | - Dimitrios N. Kiortsis
- Department of Radiology, Faculty of Medicine, University of Ioannina, 45332 Ioannina, Greece
- Atherothrombosis Research Centre, Faculty of Medicine, University of Ioannina, 45332 Ioannina, Greece
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Li L, Li H. Recognition and Analysis of Sports on Mental Health Based on Deep Learning. Front Psychol 2022; 13:897642. [PMID: 35783692 PMCID: PMC9240480 DOI: 10.3389/fpsyg.2022.897642] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/16/2022] [Accepted: 04/29/2022] [Indexed: 11/13/2022] Open
Abstract
This paper presents the purpose of sport recognition of mental health for users and analyzes and studies the recognition of mental health by sports based on deep learning. The recognition model of sport mental health state composed of data layer, logic layer and display layer is built. After fusing human health data with deep learning algorithm, the feature of human health mutual information is extracted, the feature into the recognition model of mental health state is inputted, and the recognition results of sport mental health mode after forward and reverse operation are outputted. The recognition data of sports on mental health status are obtained, which correspond to the link flowing through during multi-level transmission, calibrate the multi-level transmission point, and fuse and process the recognition information of sports on mental health status. The experimental results show that the loss value of the research method when analyzing the effect of sports on mental health enhancement is the smallest, the output result is reliable, can effectively improve the body mass index (BMI) of the human body, has the most controllable amount of data, and has good performance.
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Affiliation(s)
- LingSong Li
- School of Physical Education, Harbin University, Harbin, China
| | - HaiXia Li
- Harbin Institute of Physical Education, Harbin, China
- *Correspondence: HaiXia Li,
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Christou GA, Pagourelias ED, Deligiannis AP, Kouidi EJ. Exploring the Anthropometric, Cardiorespiratory, and Haematological Determinants of Marathon Performance. Front Physiol 2021; 12:693733. [PMID: 34539429 PMCID: PMC8446630 DOI: 10.3389/fphys.2021.693733] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/11/2021] [Accepted: 08/11/2021] [Indexed: 11/13/2022] Open
Abstract
Aim We aimed to investigate the main anthropometric, cardiorespiratory and haematological factors that can determine marathon race performance in marathon runners. Methods Forty-five marathon runners (36 males, age: 42 ± 10 years) were examined during the training period for a marathon race. Assessment of training characteristics, anthropometric measurements, including height, body weight (n = 45) and body fat percentage (BF%) (n = 33), echocardiographic study (n = 45), cardiopulmonary exercise testing using treadmill ergometer (n = 33) and blood test (n = 24) were performed. We evaluated the relationships of these measurements with the personal best marathon race time (MRT) within a time frame of one year before or after the evaluation of each athlete. Results The training age regarding long-distance running was 9 ± 7 years. Training volume was 70 (50-175) km/week. MRT was 4:02:53 ± 00:50:20 h. The MRT was positively associated with BF% (r = 0.587, p = 0.001). Among echocardiographic parameters, MRT correlated negatively with right ventricular end-diastolic area (RVEDA) (r = -0.716, p < 0.001). RVEDA was the only independent echocardiographic predictor of MRT. With regard to respiratory parameters, MRT correlated negatively with maximum minute ventilation indexed to body surface area (VEmax/BSA) (r = -0.509, p = 0.003). Among parameters of blood test, MRT correlated negatively with haemoglobin concentration (r = -0.471, p = 0.027) and estimated haemoglobin mass (Hbmass) (r = -0.680, p = 0.002). After performing multivariate linear regression analysis with MRT as dependent variable and BF% (standardised β = 0.501, p = 0.021), RVEDA (standardised β = -0.633, p = 0.003), VEmax/BSA (standardised β = 0.266, p = 0.303) and Hbmass (standardised β = -0.308, p = 0.066) as independent variables, only BF% and RVEDA were significant independent predictors of MRT (adjusted R2 = 0.796, p < 0.001 for the model). Conclusions The main physiological determinants of better marathon performance appear to be low BF% and RV enlargement. Upregulation of both maximum minute ventilation during exercise and haemoglobin mass may have a weaker effect to enhance marathon performance. Clinical Trial Registration www.ClinicalTrials.gov, identifier NCT04738877.
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Affiliation(s)
- Georgios A Christou
- Laboratory of Sports Medicine, Sports Medicine Division, Aristotle University of Thessaloniki, Thessaloniki, Greece
| | - Efstathios D Pagourelias
- Laboratory of Sports Medicine, Sports Medicine Division, Aristotle University of Thessaloniki, Thessaloniki, Greece
| | - Asterios P Deligiannis
- Laboratory of Sports Medicine, Sports Medicine Division, Aristotle University of Thessaloniki, Thessaloniki, Greece
| | - Evangelia J Kouidi
- Laboratory of Sports Medicine, Sports Medicine Division, Aristotle University of Thessaloniki, Thessaloniki, Greece
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Herrera C, Bruña V, Comella A, de la Rosa A, Díaz-González L, Ruiz-Ortiz M, Lacalzada-Almeida J, Lucía A, Boraita A, Bayés-de-Luna A, Martínez-Sellés M. Left atrial enlargement in competitive athletes and atrial electrophysiology. REVISTA ESPANOLA DE CARDIOLOGIA (ENGLISH ED.) 2021; 75:421-428. [PMID: 34373222 DOI: 10.1016/j.rec.2021.05.020] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Subscribe] [Scholar Register] [Received: 01/14/2021] [Accepted: 05/31/2021] [Indexed: 11/19/2022]
Abstract
INTRODUCTION AND OBJECTIVES There are scarce data on left atrial (LA) enlargement and electrophysiological features in athletes. METHODS Multicenter observational study in competitive athletes and controls. LA enlargement was defined as LA volume indexed to body surface area ≥ 34mL/m2. We analyzed its relationship with atrial electrocardiography parameters. RESULTS We included 356 participants, 308 athletes (mean age: 36.4±11.6 years) and 48 controls (mean age: 49.3±16.1 years). Compared with controls, athletes had a higher mean LA volume index (29.8±8.6 vs 25.6±8.0mL/m2, P=.006) and a higher prevalence of LA enlargement (113 [36.7%] vs 5 [10.4%], P <.001), but there were no relevant differences in P-wave duration (106.3±12.5ms vs 108.2±7.7ms; P=.31), the prevalence of interatrial block (40 [13.0%] vs 4 [8.3%]; P=.36), or morphology-voltage-P-wave duration score (1.8±0.84 vs 1.5±0.8; P=.71). Competitive training was independently associated with LA enlargement (OR, 14.7; 95%CI, 4.7-44.0; P <.001) but not with P-wave duration (OR, 1.02; 95%CI, 0.99-1.04), IAB (OR, 1.4; 95%CI, 0.7-3.1), or with morphology-voltage-P-wave duration score (OR, 1.4; 95%CI, 0.9-2.2). CONCLUSIONS LA enlargement is common in adult competitive athletes but is not accompanied by a significant modification in electrocardiographic parameters.
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Affiliation(s)
- Cristian Herrera
- Servicio de Cardiología, Hospital General Universitario Gregorio Marañón, Madrid, Spain; Centro de Investigación Biomédica en Red de Enfermedades Cardiovasculares (CIBERCV), Spain
| | - Vanesa Bruña
- Centro de Investigación Biomédica en Red de Enfermedades Cardiovasculares (CIBERCV), Spain; Servicio de Cardiología, Hospital Universitario 12 de Octubre, Madrid, Spain
| | - Agustí Comella
- Laboratorio de Fisiología del Ejercicio de Bayés Esport, Grupo de Investigación en Metodología, Métodos, Modelos y Resultados (M3O) de la Universidad de Vic-Universidad Central de Catalunya, Vic, Barcelona, Spain
| | - Alejandro de la Rosa
- Servicio de Cardiología, Hospital Hospiten Rambla, Santa Cruz de Tenerife, Spain
| | | | - Martín Ruiz-Ortiz
- Servicio de Cardiología, Hospital Universitario Reina Sofía, Córdoba, Spain
| | - Juan Lacalzada-Almeida
- Laboratorio de Imagen Cardiaca, Servicio de Cardiología, Hospital Universitario de Canarias, La Laguna, Tenerife, Spain
| | - Alejandro Lucía
- Facultad de Ciencias de la Actividad Física y el Deporte, Universidad Europea, Madrid, Spain; Laboratorio de Actividad Física y Salud, Instituto de Investigación Hospital 12 de Octubre, Madrid, Spain
| | - Araceli Boraita
- Servicio de Cardiología, Centro de Medicina del Deporte, Madrid, Spain
| | - Antonio Bayés-de-Luna
- Fundación de Investigación Cardiovascular, ICCC-Instituto de Investigación, Hospital de la Santa Creu i Sant Pau, Barcelona, Spain
| | - Manuel Martínez-Sellés
- Servicio de Cardiología, Hospital General Universitario Gregorio Marañón, Madrid, Spain; Centro de Investigación Biomédica en Red de Enfermedades Cardiovasculares (CIBERCV), Spain; Facultad de Ciencias Biomédicas y de la Salud, Universidad Europea, Madrid, Spain; Facultad de Medicina, Universidad Complutense, Madrid, Spain.
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Herrera C, Bruña V, Comella A, de la Rosa A, Díaz-González L, Ruiz-Ortiz M, Lacalzada-Almeida J, Lucía A, Boraita A, Bayés-de-Luna A, Martínez-Sellés M. Dilatación de la aurícula izquierda en deportistas de alta competición y electrofisiología auricular. Rev Esp Cardiol 2021. [DOI: 10.1016/j.recesp.2021.05.016] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
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Christou GA, O'Driscoll JM. The impact of demographic, anthropometric and athletic characteristics on left atrial size in athletes. Clin Cardiol 2020; 43:834-842. [PMID: 32271473 PMCID: PMC7403671 DOI: 10.1002/clc.23368] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/16/2020] [Accepted: 03/24/2020] [Indexed: 01/01/2023] Open
Abstract
The structural adaptations of the “athlete's heart” include left atrial (LA) enlargement. A literature search was performed based on PubMed listings up to November 2, 2019 using “athletes AND left atrium,” “athletes AND LA,” “sports AND left atrium,” “sports AND LA,” “exercise AND left atrium,” and “exercise AND LA” as the search terms. Eligible studies included those reporting the influence of demographic, anthropometric and athletic characteristics on LA size in athletes. A total of 58 studies were included in this review article. Although LA volume has been reported to be greater in males compared to females when indexed for body surface area (BSA), there was no difference between sexes. The positive association between LA size and age in athletes may reflect the increase in body size with maturation in nonadult athletes and the training age of endurance athletic activity in adult athletes. Caucasian and black athletes have been demonstrated to exhibit similar LA enlargement. The positive association of LA size with lean body mass (LBM) possibly accounts for the relationship of LA size with BSA. LA enlargement has been reported only in endurance‐trained, but not in strength‐trained athletes. LA size appears to increase with an increase in both the volume and intensity of endurance training. LA size correlates independently with the training age of endurance athletes. The athlete's characteristics that independently determine LA size include LBM, endurance training, and training age.
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Affiliation(s)
- Georgios A Christou
- Laboratory of Sports Medicine, Sports Medicine Division, Aristotle University of Thessaloniki, Thessaloniki, Greece.,MSc Sports Cardiology, St George's University of London, London, UK
| | - Jamie M O'Driscoll
- School of Human and Life Sciences, Canterbury Christ Church University, Canterbury, UK.,Department of Cardiology, St George's Healthcare NHS Trust, London, UK
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