1
|
Cabanas AM, Fuentes-Guajardo M, Sáez N, Catalán DD, Collao-Caiconte PO, Martín-Escudero P. Exploring the Hidden Complexity: Entropy Analysis in Pulse Oximetry of Female Athletes. BIOSENSORS 2024; 14:52. [PMID: 38275305 PMCID: PMC11154467 DOI: 10.3390/bios14010052] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/20/2023] [Revised: 01/06/2024] [Accepted: 01/12/2024] [Indexed: 01/27/2024]
Abstract
This study examines the relationship between physiological complexity, as measured by Approximate Entropy (ApEn) and Sample Entropy (SampEn), and fitness levels in female athletes. Our focus is on their association with maximal oxygen consumption (VO2,max). Our findings reveal a complex relationship between entropy metrics and fitness levels, indicating that higher fitness typically, though not invariably, correlates with greater entropy in physiological time series data; however, this is not consistent for all individuals. For Heart Rate (HR), entropy measures suggest stable patterns across fitness categories, while pulse oximetry (SpO2) data shows greater variability. For instance, the medium fitness group displayed an ApEn(HR) = 0.57±0.13 with a coefficient of variation (CV) of 22.17 and ApEn(SpO2) = 0.96±0.49 with a CV of 46.08%, compared to the excellent fitness group with ApEn(HR) = 0.60±0.09 with a CV of 15.19% and ApEn(SpO2) =0.85±0.42 with a CV of 49.46%, suggesting broader physiological responses among more fit individuals. The larger standard deviations and CVs for SpO2 entropy may indicate the body's proficient oxygen utilization at higher levels of physical demand. Our findings advocate for combining entropy metrics with wearable sensor technology for improved biomedical analysis and personalized healthcare.
Collapse
Affiliation(s)
- Ana M. Cabanas
- Departamento de Física, Universidad de Tarapacá, Arica 1010069, Chile; (N.S.); (D.D.C.)
| | | | - Nicolas Sáez
- Departamento de Física, Universidad de Tarapacá, Arica 1010069, Chile; (N.S.); (D.D.C.)
| | - Davidson D. Catalán
- Departamento de Física, Universidad de Tarapacá, Arica 1010069, Chile; (N.S.); (D.D.C.)
| | | | - Pilar Martín-Escudero
- Medical School of Sport Medicine, Faculty of Medicine, Universidad Complutense de Madrid, 28040 Madrid, Spain;
| |
Collapse
|
2
|
van der Pol KH, Aljofan M, Blin O, Cornel JH, Rongen GA, Woestelandt AG, Spedding M. Drug Repurposing of Generic Drugs: Challenges and the Potential Role for Government. APPLIED HEALTH ECONOMICS AND HEALTH POLICY 2023; 21:831-840. [PMID: 37398987 PMCID: PMC10627937 DOI: 10.1007/s40258-023-00816-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Accepted: 05/17/2023] [Indexed: 07/04/2023]
Abstract
Drug repurposing is the process of identifying a new use for an existing drug or active substance in an indication outside the scope of the original indication. Drug repurposing has important advantages including reduced development time and costs, and potentially large societal healthcare cost savings. However, current generic drug repurposing research faces a number of challenges in obtaining research funds. Furthermore, regardless of the success of a repurposing trial, commercial parties often lack interest in pursuing marketing authorisation for financial reasons, and academic researchers lack the knowledge, time and funding. Therefore, the new indication of a repurposed drug often does not make it 'on label'. We propose a large increase in public funding for generic drug repurposing research, including funds for the marketing authorisation process when a trial is successful, and a reduction in the regulatory burden of the marketing authorisation process for repurposed generic drugs.
Collapse
Affiliation(s)
- Karel H van der Pol
- Department of Internal Medicine, Radboud Institute for Health Sciences, Radboud University Medical Center, Nijmegen, The Netherlands
| | - Mohamad Aljofan
- Department of Biomedical Science, Nazarbayev University School of Medicine, Nur-Sultan, Kazakhstan
- National Laboratory Astana, Nazarbayev University, Astana, 010000, Kazakhstan
| | - Olivier Blin
- Institut de Neurosciences des Systèmes, Aix Marseille Université, Inserm UMR 1106, Marseille, France
| | - Jan H Cornel
- Department of Cardiology, Radboud Institute for Health Sciences, Radboud University Medical Center, Nijmegen, The Netherlands
- Department of Cardiology, Northwest Clinics, Alkmaar, The Netherlands
| | - Gerard A Rongen
- Department of Internal Medicine, Radboud Institute for Health Sciences, Radboud University Medical Center, Nijmegen, The Netherlands.
| | | | | |
Collapse
|
3
|
Śliż D, Wiecha S, Ulaszewska K, Gąsior JS, Lewandowski M, Kasiak PS, Mamcarz A. COVID-19 and athletes: Endurance sport and activity resilience study-CAESAR study. Front Physiol 2022; 13:1078763. [PMID: 36589442 PMCID: PMC9800893 DOI: 10.3389/fphys.2022.1078763] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/24/2022] [Accepted: 12/01/2022] [Indexed: 12/23/2022] Open
Abstract
Background: The COVID-19 pandemic and imposed restrictions influenced athletic societies, although current knowledge about mild COVID-19 consequences on cardiopulmonary and physiologic parameters remains inconclusive. This study aimed to assess the impact of mild COVID-19 inflection on cardiopulmonary exercise test (CPET) performance among endurance athletes (EA) with varied fitness level. Materials and Methods: 49 EA (nmale = 43, nfemale = 6, mean age = 39.94 ± 7.80 yr, height = 178.45 cm, weight = 76.62 kg; BMI = 24.03 kgm-2) underwent double treadmill or cycle ergometer CPET and body analysis (BA) pre- and post-mild COVID-19 infection. Mild infection was defined as: (1) without hospitalization and (2) without prolonged health complications lasting for >14 days. Speed, power, heart rate (HR), oxygen uptake (VO2), pulmonary ventilation, blood lactate concentration (at the anaerobic threshold (AT)), respiratory compensation point (RCP), and maximum exertion were measured before and after COVID-19 infection. Pearson's and Spearman's r correlation coefficients and Student t-test were applied to assess relationship between physiologic or exercise variables and time. Results: The anthropometric measurements did not differ significantly before and after COVID-19. There was a significant reduction in VO2 at the AT and RCP (both p < 0.001). Pre-COVID-19 VO2 was 34.97 ± 6.43 ml kg·min-1, 43.88 ± 7.31 ml kg·min-1 and 47.81 ± 7.81 ml kg·min-1 respectively for AT, RCP and maximal and post-COVID-19 VO2 was 32.35 ± 5.93 ml kg·min-1, 40.49 ± 6.63 ml kg·min-1 and 44.97 ± 7.00 ml kg·min-1 respectively for AT, RCP and maximal. Differences of HR at AT (p < 0.001) and RCP (p < 0.001) was observed. The HR before infection was 145.08 ± 10.82 bpm for AT and 168.78 ± 9.01 bpm for RCP and HR after infection was 141.12 ± 9.99 bpm for AT and 165.14 ± 9.74 bpm for RCP. Time-adjusted measures showed significance for body fat (r = 0.46, p < 0.001), fat mass (r = 0.33, p = 0.020), cycling power at the AT (r = -0.29, p = 0.045), and HR at RCP (r = -0.30, p = 0.036). Conclusion: A mild COVID-19 infection resulted in a decrease in EA's CPET performance. The most significant changes were observed for VO2 and HR. Medical Professionals and Training Specialists should be aware of the consequences of a mild COVID-19 infection in order to recommend optimal therapeutic methods and properly adjust the intensity of training.
Collapse
Affiliation(s)
- Daniel Śliż
- 3rd Department of Internal Diseases and Cardiology, Medical University of Warsaw, Warsaw, Poland,Students’ Scientific Group of Lifestyle Medicine, 3rd Department of Internal Medicine and Cardiology, Medical University of Warsaw, Warsaw, Poland,Polish Society of Lifestyle Medicine, Warsaw, Poland,School of Public Health, Postgraduate Medical Education Center, Warsaw, Poland
| | - Szczepan Wiecha
- Department of Physical Education and Health in Biala Podlaska, Faculty in Biala Podlaska, Jozef Pilsudski University of Physical Education in Warsaw, Biala Podlaska, Poland,*Correspondence: Szczepan Wiecha, ; Przemysław Seweryn Kasiak,
| | - Katarzyna Ulaszewska
- Students’ Scientific Group of Lifestyle Medicine, 3rd Department of Internal Medicine and Cardiology, Medical University of Warsaw, Warsaw, Poland
| | - Jakub S. Gąsior
- Department of Pediatric Cardiology and General Pediatrics, Medical University of Warsaw, Warsaw, Poland
| | - Marcin Lewandowski
- Department of Pharmacology and Clinical Pharmacology Collegium Medicum, Cardinal Stefan Wyszyński University in Warsaw, Warsaw, Poland
| | - Przemysław Seweryn Kasiak
- 3rd Department of Internal Diseases and Cardiology, Medical University of Warsaw, Warsaw, Poland,Students’ Scientific Group of Lifestyle Medicine, 3rd Department of Internal Medicine and Cardiology, Medical University of Warsaw, Warsaw, Poland,*Correspondence: Szczepan Wiecha, ; Przemysław Seweryn Kasiak,
| | - Artur Mamcarz
- 3rd Department of Internal Diseases and Cardiology, Medical University of Warsaw, Warsaw, Poland,Polish Society of Lifestyle Medicine, Warsaw, Poland
| |
Collapse
|