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Elliott-Sale KJ, Altini M, Doyle-Baker P, Ferrer E, Flood TR, Harris R, Impellizzeri FM, de Jonge XJ, Kryger KO, Lewin G, Lebrun CM, McCall A, Nimphius S, Phillips SM, Swinton PA, Taylor M, Verhagen E, Burden RJ. Why We Must Stop Assuming and Estimating Menstrual Cycle Phases in Laboratory and Field-Based Sport Related Research. Sports Med 2025; 55:1339-1351. [PMID: 40085421 DOI: 10.1007/s40279-025-02189-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 02/10/2025] [Indexed: 03/16/2025]
Abstract
The increased growth, popularity, and media interest in women's sport has led to calls for greater prioritisation of female-specific research and innovation. In response, science and medicine researchers have increased the volume of sport-related studies investigating female-specific matters, such as the menstrual cycle. Whilst the accelerated rate of published studies with female participants is welcome, the emerging trend of using assumed or estimated menstrual cycle phases to characterise ovarian hormone profiles is a significant concern. Replacing direct measurements of key characteristics of the menstrual cycle (e.g. the surge in luteinising hormone prior to ovulation via urine detection and sufficient luteal phase progesterone via blood or saliva sampling) with assumptions or estimates (i.e. no measurements) is proposed to be a pragmatic and convenient way of generating data, particularly in field-based research (i.e. elite athlete environments), where time, resources, and athlete availability are sometimes constrained. Using assumed or estimated phases, however, amounts to guessing the occurrence and timing of ovarian hormone fluctuations and risks potentially significant implications for female athlete health, training, performance, injury, etc., as well as resource deployment. The positive intentions of researchers and scientific journals in this space are not in question. The aim of this Current Opinion is to explain why using assumed or estimated menstrual cycle phases is an approach that has little scientific basis and lacks the rigour and appropriate methodological quality to produce valid and reliable data. In doing so, we provide evidence-based responses to common speculation points and offer recommendations for future research.
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Affiliation(s)
- Kirsty Jayne Elliott-Sale
- Department of Sport and Exercise Sciences, Institute of Sport, Manchester Metropolitan University Institute of Sport, Manchester, M1 7EL, UK.
| | - Marco Altini
- Department of Human Movement Sciences, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
| | - Patricia Doyle-Baker
- Human Performance Lab, Faculty of Kinesiology, University of Calgary, Calgary, Canada
| | - Eva Ferrer
- Barça Innovation Hub, Health & Wellness Area, Barcelona, Spain
- Sports and Exercise Medicine Unit, Hospital Clinic and Sant Joan de Déu, Barcelona, Spain
| | - Tessa Rose Flood
- Department of Sport and Exercise Sciences, Institute of Sport, Manchester Metropolitan University Institute of Sport, Manchester, M1 7EL, UK
| | - Rachel Harris
- Australian Institute of Sport, Bruce, ACT, Australia
- Perth Orthopaedics and Sports Medicine Research Institute, Perth, WA, Australia
| | - Franco Milko Impellizzeri
- School of Sport, Exercise and Rehabilitation, Faculty of Health, University of Technology Sydney, Sydney, NSW, Australia
| | - Xanne Janse de Jonge
- Griffith Sports Science, School of Health Sciences and Social Work, Griffith University, Gold Coast, QLD, Australia
| | | | - Gary Lewin
- Arsenal Women's Football Club, London, UK
| | - Constance M Lebrun
- Department of Family Medicine, University of Alberta, Edmonton, AB, Canada
| | - Alan McCall
- Arsenal Performance and Research Team, Arsenal Football Club, London, UK
| | - Sophia Nimphius
- School of Medical and Health Sciences, Edith Cowan University, Joondalup, Australia
| | - Stuart M Phillips
- Department of Kinesiology, McMaster University, Hamilton, ON, Canada
| | - Paul A Swinton
- School of Health Sciences, Robert Gordon University, Aberdeen, UK
| | - Madison Taylor
- School of Sport Sciences, UiT The Arctic University of Norway, Tromsø, Norway
| | - Evert Verhagen
- Medical and Anti-Doping Unit, Football Division, UEFA, Nyon, Switzerland
- IOC Research Centre for Prevention of Injury and Protection of Athlete Health, Department of Public and Occupational Health, Amsterdam Collaboration on Health and Safety in Sports, Amsterdam Movement Sciences, Amsterdam UMC, Amsterdam, The Netherlands
| | - Richard James Burden
- Department of Sport and Exercise Sciences, Institute of Sport, Manchester Metropolitan University Institute of Sport, Manchester, M1 7EL, UK
- United Kingdom Sports Institute, Manchester, UK
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Engseth TP, Osborne JO, Solli GS, Morseth B, Andersson EP, De Martin Topranin V, Taylor M, Noordhof DA, Sandbakk Ø, Welde B. Influence of menstrual- and hormonal contraceptive cycle on self-reported symptom severity and recovery measures across an annual season in female endurance athletes: The FENDURA project. J Sports Sci 2025; 43:151-161. [PMID: 39639446 DOI: 10.1080/02640414.2024.2434347] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/06/2023] [Accepted: 11/18/2024] [Indexed: 12/07/2024]
Abstract
This longitudinal study investigated 1) differences in self-reported cycle-related symptom severity and recovery measures (sleep quality, readiness to train, resting heart rate) between pre-bleeding, bleeding, and non-bleeding days in athletes using/not using hormonal contraception (HC); 2) associations between symptom severity and recovery measures. Fifty-eight female endurance athletes recorded recovery measures, perceived symptom severity, and menstruation/withdrawal (bleeding) days for one year. Athletes were grouped as: intrauterine system (IUS)-, implant-, progestin-only oral contraceptive (POC)-, combined oral contraceptive (COC)- and non-HC users. All groups reported higher symptom severity during bleeding compared to pre-bleeding and non-bleeding days (both p < .001), while implant users reported less severe symptoms than IUS (p < .001) and non-HC users (p = .008). Perceived sleep quality was lower during pre-bleeding compared to bleeding days (p < .001) for all groups. However, IUS users reported higher sleep quality (p = .039) and physical readiness-to-train (p = .010) than non-HC users. Symptom severity was negatively associated with sleep quality and physical readiness-to-train (both p < .050). Pre-bleeding days and cycle-related symptom severity were found to negatively influence self-reported recovery measures in both HC- and non-HC users. Therefore, athletes and their support staff are advised to prioritize symptom management and the adjustment of recovery strategies on an individual basis throughout the athletes' cycles.
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Affiliation(s)
- Tina P Engseth
- School of Sport Sciences, UiT The Arctic University of Norway, Tromsø/Alta, Norway
| | - John O Osborne
- School of Sport Sciences, UiT The Arctic University of Norway, Tromsø/Alta, Norway
| | - Guro S Solli
- School of Sport Sciences, UiT The Arctic University of Norway, Tromsø/Alta, Norway
- Department of Sports Science and Physical Education, Nord University, Bodø, Norway
| | - Bente Morseth
- School of Sport Sciences, UiT The Arctic University of Norway, Tromsø/Alta, Norway
| | - Erik P Andersson
- School of Sport Sciences, UiT The Arctic University of Norway, Tromsø/Alta, Norway
- Department of Health Sciences, Swedish Winter Sports Research Centre, Mid Sweden University, Östersund, Sweden
| | - Virginia De Martin Topranin
- Centre for Elite Sports Research, Department of Neuromedicine and Movement Science, Norwegian University of Science and Technology, Trondheim, Norway
| | - Madison Taylor
- School of Sport Sciences, UiT The Arctic University of Norway, Tromsø/Alta, Norway
| | - Dionne A Noordhof
- Centre for Elite Sports Research, Department of Neuromedicine and Movement Science, Norwegian University of Science and Technology, Trondheim, Norway
| | - Øyvind Sandbakk
- School of Sport Sciences, UiT The Arctic University of Norway, Tromsø/Alta, Norway
- Centre for Elite Sports Research, Department of Neuromedicine and Movement Science, Norwegian University of Science and Technology, Trondheim, Norway
| | - Boye Welde
- School of Sport Sciences, UiT The Arctic University of Norway, Tromsø/Alta, Norway
- Department of Child and Adolescent Health Promotion Services, Norwegian Institute of Public Health, Levanger, Norway
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Lafitte A, Dupuit M, Chassard T, Barlier K, Badier N, Duclos M, Toussaint JF, Antero JDS. Original salivary sex hormone data of naturally menstruating athletes and hormonal contraceptive users. BMJ Open Sport Exerc Med 2024; 10:e002078. [PMID: 39564535 PMCID: PMC11575394 DOI: 10.1136/bmjsem-2024-002078] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/21/2024] [Accepted: 10/11/2024] [Indexed: 11/21/2024] Open
Abstract
Objectives There is a lack of data on salivary sex hormones across the menstrual cycle (MC) or hormonal contraceptive (HC) cycle of elite athletes. We aimed to provide original data on salivary sex hormones (17β-estradiol, progesterone and free testosterone) in naturally menstruating female athletes with a regular cycle or irregular cycle and using combined HC. A secondary purpose was to compare these data with published data from the general population according to the menstrual status (MC or HC or irregularly menstruating). Methods 367 saliva tests were performed on 44 elite athletes during 6 months of follow-up to certify for cycle regularity. Athletes were grouped into regular MC, n=13; irregular MC, n=5; and HC, n=26. We compared salivary data of regular MC across six cycle phases (menses, mid-follicular, late follicular, early luteal, mid-luteal and late luteal phases) with published data from women with a similar MC or HC status from the general population. Results We provided salivary original data according to six sub-phases among elite athletes with regular MC. HC athletes showed lower salivary sex hormonal levels, markedly after the first week of active HC compared with regular MC. Athletes with irregular cycles do not show a progesterone rise from the first half to the second half of the cycle (Δirregular=0.38 (1.90), a rise detectable within regular MC group ΔregularMC=2.86 (2.88)). Conclusions We provided original data for salivary sex hormone levels in elite female athletes. These references may be valuable for research investigating MC or combined HC data, particularly in longitudinal follow-ups requiring repeated measurements.
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Affiliation(s)
- Alice Lafitte
- Institute for Research in Medicine and Epidemiology of Sports (IRMES, EA7329), INSEP, Paris, France
| | - Marine Dupuit
- Institute for Research in Medicine and Epidemiology of Sports (IRMES, EA7329), INSEP, Paris, France
| | - Tom Chassard
- Institute for Research in Medicine and Epidemiology of Sports (IRMES, EA7329), INSEP, Paris, France
| | - Kilian Barlier
- Institute for Research in Medicine and Epidemiology of Sports (IRMES, EA7329), INSEP, Paris, France
| | - Nolwenn Badier
- Institute for Research in Medicine and Epidemiology of Sports (IRMES, EA7329), INSEP, Paris, France
| | - Martine Duclos
- Department of Sport Medicine and Functional Explorations, University-Hospital (CHU), G. Montpied Hospital, Clermont-Ferrand, France
- UMR 1019, INRA, Clermont-Ferrand, France
| | - Jean-François Toussaint
- Institute for Research in Medicine and Epidemiology of Sports (IRMES, EA7329), INSEP, Paris, France
- Université Paris Cité, Paris, France
- CIMS, Hôtel-Dieu, AP-HP, Paris, France
| | - Juliana da Silva Antero
- Institute for Research in Medicine and Epidemiology of Sports (IRMES, EA7329), INSEP, Paris, France
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Calcaterra V, Vandoni M, Bianchi A, Pirazzi A, Tiranini L, Baldassarre P, Diotti M, Cavallo C, Nappi RE, Zuccotti G. Menstrual Dysfunction in Adolescent Female Athletes. Sports (Basel) 2024; 12:245. [PMID: 39330722 PMCID: PMC11435995 DOI: 10.3390/sports12090245] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/26/2024] [Revised: 08/27/2024] [Accepted: 09/03/2024] [Indexed: 09/28/2024] Open
Abstract
Despite the benefits of exercise on mental and physical health, excessive training loads can lead to health problems in the long term, including a wide spectrum of menstrual dysfunction (MD). This narrative review aims to analyze the relationship between physical exercise and MD in adolescent female athletes to support regular menstrual health monitoring and promote educational programs on reproductive risks. When dealing with MD in young athletes, several factors entangled with maturation of the hypothalamus-pituitary-ovarian axis should be considered. Firstly, some disciplines seem to have a higher prevalence of MD due to the high loads of training regimes and the early introduction of athletes to a competitive career. Moreover, low energy intake and a low body mass index appear to exacerbate existing MD. Lastly, disordered eating behaviors and psychological stress can contribute to MD in female athletes. The type of sport, influencing the intensity and duration of exercise, as well as individual psycho-physiological and environmental factors, may influence the role of physical activity in the manifestation of MD. Early recognition and management of MD, along with collaboration between sports organizations and health professionals, are crucial to minimize risks, ensure proper nutrition, and balance training with recovery. Keeping an open discussion on the topic may prospectively improve awareness, early diagnosis, and treatment strategies, as well as reduce injury risk and enhance sports performance.
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Affiliation(s)
- Valeria Calcaterra
- Department of Internal Medicine and Therapeutics, University of Pavia, 27100 Pavia, Italy
- Pediatric Department, Buzzi Children's Hospital, 20154 Milano, Italy
| | - Matteo Vandoni
- Laboratory of Adapted Motor Activity (LAMA), Department of Public Health, Experimental Medicine and Forensic Science, University of Pavia, 27100 Pavia, Italy
| | - Alice Bianchi
- Pediatric Department, Buzzi Children's Hospital, 20154 Milano, Italy
| | - Agnese Pirazzi
- Laboratory of Adapted Motor Activity (LAMA), Department of Public Health, Experimental Medicine and Forensic Science, University of Pavia, 27100 Pavia, Italy
| | - Lara Tiranini
- Department of Clinical, Surgical, Diagnostic and Pediatric Sciences, University of Pavia, 27100 Pavia, Italy
- Research Center for Reproductive Medicine, Gynecological Endocrinology and Menopause, Fondazione IRCCS Policlinico San Matteo, 27100 Pavia, Italy
| | - Paola Baldassarre
- Pediatric Department, Buzzi Children's Hospital, 20154 Milano, Italy
| | - Marianna Diotti
- Pediatric Department, Buzzi Children's Hospital, 20154 Milano, Italy
| | - Caterina Cavallo
- Laboratory of Adapted Motor Activity (LAMA), Department of Public Health, Experimental Medicine and Forensic Science, University of Pavia, 27100 Pavia, Italy
| | - Rossella Elena Nappi
- Department of Clinical, Surgical, Diagnostic and Pediatric Sciences, University of Pavia, 27100 Pavia, Italy
- Research Center for Reproductive Medicine, Gynecological Endocrinology and Menopause, Fondazione IRCCS Policlinico San Matteo, 27100 Pavia, Italy
| | - Gianvincenzo Zuccotti
- Pediatric Department, Buzzi Children's Hospital, 20154 Milano, Italy
- Department of Biomedical and Clinical Sciences, University of Milano, 20157 Milano, Italy
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Roffler A, Fleddermann MT, de Haan H, Krüger K, Zentgraf K. Menstrual cycle tracking in professional volleyball athletes. Front Sports Act Living 2024; 6:1408711. [PMID: 39005625 PMCID: PMC11239427 DOI: 10.3389/fspor.2024.1408711] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/28/2024] [Accepted: 06/12/2024] [Indexed: 07/16/2024] Open
Abstract
Introduction The menstrual cycle may affect well-being and physical performance of elite female athletes by interfering with the function of multiple physiological systems. The aim of this study was to characterize the symptoms of the menstrual cycle and their frequency in elite female volleyball players. Methods Twenty professional female volleyball players were instructed to track their menstrual symptoms over the course of the first German national league season using the FitrWoman® tracking app. The app recorded the cycle length, duration, and intensity of the period as well as the occurrence and frequency of frequent cycle symptoms. The reported symptoms were then categorized into four categories (frequently, sometimes, rare, never) in order to create an individual Menstrual Symptom index (MSi) for each athlete. Results The most frequently occurring symptoms among all players without hormonal contraception (non-HC; n = 15) were "stomach cramps" (n = 15), "sleep disturbances" (n = 11), and "tiredness" (n = 11). The average number of symptoms counted per cycle was 11.8 (±17.7) and the average calculated MSi within the team was 12.9 (±10.7) points for non-HC users. The HC players (n = 4) also regularly experienced symptoms such as "sleep disturbances" or "tendered breasts". The most common symptoms "stomach cramps" and "disturbed sleep" occurred more frequently during menstruation, while symptoms such as "bloating", "cravings" or "tendered breasts" did also peak before menstruation. Discussion Menstrual cycle symptoms can be highly individual within a professional sports team. The calculation of the MSi seems to be a simple and accessible method to describe and overview the intensity and prevalence of symptoms in top female athletes in sports games.
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Affiliation(s)
- Andrea Roffler
- Department of Movement Science and Training in Sports, Institute of Sport Sciences, Goethe University Frankfurt, Frankfurt am Main, Germany
| | - Marie-Therese Fleddermann
- Department of Movement Science and Training in Sports, Institute of Sport Sciences, Goethe University Frankfurt, Frankfurt am Main, Germany
| | - Hanna de Haan
- Department of Performance Psychology, German Sport University Cologne, Köln, Germany
| | - Karsten Krüger
- Department of Exercise Physiology and Sports Therapy, Institute of Sports Science, Justus-Liebig University Giessen, Giessen, Germany
| | - Karen Zentgraf
- Department of Movement Science and Training in Sports, Institute of Sport Sciences, Goethe University Frankfurt, Frankfurt am Main, Germany
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Oester C, Norris D, Scott D, Pedlar C, Bruinvels G, Lovell R. Inconsistencies in the perceived impact of the menstrual cycle on sport performance and in the prevalence of menstrual cycle symptoms: A scoping review of the literature. J Sci Med Sport 2024; 27:373-384. [PMID: 38508888 DOI: 10.1016/j.jsams.2024.02.012] [Citation(s) in RCA: 10] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/26/2023] [Revised: 02/16/2024] [Accepted: 02/29/2024] [Indexed: 03/22/2024]
Abstract
OBJECTIVES This scoping review aimed to summarize the findings of studies regarding the perceived impact of the menstrual cycle on athletic performance, as well as the prevalence of negative menstrual cycle symptoms. DESIGN Scoping review. METHODS Three databases were searched and the Preferred Reporting Items for Systematic reviews and Meta Analyses extension for Scoping Reviews (PRISMA-ScR) was used as guidance. RESULTS A total of 39 studies were included in the final analysis. Between 2.8 and 100 % of athletes reported their performance being negatively impacted by their menstrual cycle, and the main reason was the occurrence of menstrual cycle symptoms. Additionally, a large variability in the prevalence of menstrual cycle symptoms was reported in the different studies mainly due to methodological differences and recall biases. CONCLUSIONS Similarly, as to what has been reported in reviews summarizing performance outcomes during different menstrual cycle phases, this review highlights the high degree of variability between how athletes perceive to be impacted by their menstrual/hormonal contraceptive cycle. REGISTRATION The protocol of this scoping review was registered at the Open Science Framework on 14 September 2023 (osf.io/efu9x).
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Affiliation(s)
- Chelsea Oester
- Western Sydney University, School of Health Sciences, Australia.
| | - Dean Norris
- Western Sydney University, School of Health Sciences, Australia. https://twitter.com/DNorrisSC
| | - Dawn Scott
- Washington Spirit, USA. https://twitter.com/DawnScott06
| | - Charles Pedlar
- St Mary's University, Faculty of Sport, Health and Applied Science, United Kingdom; National University of Ireland, Orreco Business Innovation Unit, Ireland; University College of London, Institute of Sport, Exercise and Health, United Kingdom. https://twitter.com/PedlarCR
| | - Georgie Bruinvels
- St Mary's University, Faculty of Sport, Health and Applied Science, United Kingdom; National University of Ireland, Orreco Business Innovation Unit, Ireland; University College of London, Institute of Sport, Exercise and Health, United Kingdom. https://twitter.com/GBruinvels
| | - Ric Lovell
- Western Sydney University, School of Health Sciences, Australia; University of Wollongong, Faculty of Science, Medicine and Health, Australia. https://twitter.com/Ric_Lovell
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7
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Barlow A, Blodgett JM, Williams S, Pedlar CR, Bruinvels G. Injury Incidence, Severity, and Type Across the Menstrual Cycle in Female Footballers: A Prospective Three Season Cohort Study. Med Sci Sports Exerc 2024; 56:1151-1158. [PMID: 38227488 DOI: 10.1249/mss.0000000000003391] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/17/2024]
Abstract
PURPOSE The aim of the study was to assess the influence of menstrual cycle phase on injury incidence, severity, and type in elite female professional footballers over three seasons. METHODS Time-loss injuries and menstrual cycle data were prospectively recorded for 26 elite female football players across three seasons. The menstrual cycle was categorized into four phases using a standardized model: menstruation (phase 1; P1), remainder of follicular phase (phase 2; P2), early luteal (phase 3; P3), and premenstrual phase (phase 4; P4). Injury incidence rates (IIR) and ratios (IIRR) were calculated for overall injuries, injury severity, type, contact vs noncontact, and game/training. RESULTS A total of 593 cycles across 13,390 d were tracked during the study, and 74 injuries from 26 players were eligible for analysis. When comparing IIR between phases (reference: P1), overall injury rates were highest in P4 (IIRR, 2.30 (95% confidence interval, 0.99-5.34; P = 0.05)). When examining rates by injury severity and type, IIR values were also highest in P4 for ≤7 d' time-loss (4.40 (0.93-20.76; P = 0.06)), muscle-specific (6.07 (1.34-27.43; P = 0.02)), and noncontact (3.05 (1.10-8.50; P = 0.03)) injuries. Muscle-specific (IIRR P3/P1, 5.07 (1.16-22.07; P = 0.03)) and ≤7 d' time-loss (4.47 (1.01-19.68; P = 0.05)) injury risk was also significantly higher in P3. Muscle injuries were the most prevalent subtype ( n = 41). No anterior cruciate ligament injuries were recorded across the monitoring period. CONCLUSIONS Injury risk was significantly elevated during the luteal phase of the menstrual cycle (P3 and P4) among elite female professional footballers. Further research is urgently needed to better understand the influence of the menstrual cycle on injury risk and to develop interventions to mitigate risk.
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Affiliation(s)
- Ally Barlow
- Centre for Health, and Injury & Illness Prevention in Sport, Department for Health, University of Bath, Bath, UNITED KINGDOM
| | - Joanna M Blodgett
- Institute of Sport, Exercise and Health, Division of Surgery and Interventional Science, University College London, UNITED KINGDOM
| | - Sean Williams
- Centre for Health, and Injury & Illness Prevention in Sport, Department for Health, University of Bath, Bath, UNITED KINGDOM
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Naughton M, Salmon PM, Compton HR, McLean S. Challenges and opportunities of artificial intelligence implementation within sports science and sports medicine teams. Front Sports Act Living 2024; 6:1332427. [PMID: 38832311 PMCID: PMC11144926 DOI: 10.3389/fspor.2024.1332427] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/02/2023] [Accepted: 05/07/2024] [Indexed: 06/05/2024] Open
Abstract
The rapid progress in the development of automation and artificial intelligence (AI) technologies, such as ChatGPT, represents a step-wise change in human's interactions with technology as part of a broader complex, sociotechnical system. Based on historical parallels to the present moment, such changes are likely to bring forth structural shifts to the nature of work, where near and future technologies will occupy key roles as workers or assistants in sports science and sports medicine multidisciplinary teams (MDTs). This envisioned future may bring enormous benefits, as well as a raft of potential challenges. These challenges include the potential to remove many human roles and allocate them to semi- or fully-autonomous AI. Removing such roles and tasks from humans will make many current jobs and careers untenable, leaving a set of difficult and unrewarding tasks for the humans that remain. Paradoxically, replacing humans with technology increases system complexity and makes them more prone to failure. The automation and AI boom also brings substantial opportunities. Among them are automated sentiment analysis and Digital Twin technologies which may reveal novel insights into athlete health and wellbeing and team tactical patterns, respectively. However, without due consideration of the interactions between humans and technology in the broader system of sport, adverse impacts are likely to be felt. Human and AI teamwork may require new ways of thinking.
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Affiliation(s)
- Mitchell Naughton
- School of Biomedical Science and Pharmacy, University of Newcastle, Callaghan, NSW, Australia
- Applied Sports Science and Exercise Testing Laboratory, University of Newcastle, Ourimbah, NSW, Australia
| | - Paul M. Salmon
- Centre for Human Factors and Sociotechnical Systems, University of the Sunshine Coast, Sippy Downs, QLD, Australia
| | - Heidi R. Compton
- School of Biomedical Science and Pharmacy, University of Newcastle, Callaghan, NSW, Australia
- Applied Sports Science and Exercise Testing Laboratory, University of Newcastle, Ourimbah, NSW, Australia
| | - Scott McLean
- Centre for Human Factors and Sociotechnical Systems, University of the Sunshine Coast, Sippy Downs, QLD, Australia
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Carlin H, Dupuit M, Storme F, Chassard T, Meignié A, Sachet I, Brunet E, Toussaint JF, Antero J. Impact of menstrual cycle or combined oral contraception on elite female cyclists' training responses through a clustering analysis of training sessions. Front Sports Act Living 2024; 6:1307436. [PMID: 38487254 PMCID: PMC10937518 DOI: 10.3389/fspor.2024.1307436] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/04/2023] [Accepted: 02/01/2024] [Indexed: 03/17/2024] Open
Abstract
Objectives (i) To classify training sessions of elite female cyclists according to an intensity index based on a longitudinal follow-up using multiparametric data collected in situ (ii) to measure the effect of estimated menstrual cycle (MC) phases and oral contraceptive pills (OC) phases on the athletes' training responses on each type of training identified. Method Thirteen elite French cyclists were followed up over 30 months and 5,190 training sessions were collected and 81 MC/OCs full cycles analyzed. Power sensors and position devices captured training data in situ, which was summarized into 14 external load variables. Principal Component Analysis and K-means clustering were used to identify cycling sessions according to an intensity load index. The clusters were then verified and categorized through the analysis of heart rate and rate of perceived effort. A calendar method was used to estimate 3 phases of the MC: menstruation, mid-cycle phase (MP) and late-cycle phase (LP). Two phases were defined among monophasic OC users: pills' taking/withdrawal. Results Four main types of training effort were identified: Intensive, Long, Medium and Light. In the MC group (n = 7; 52 cycles), the intensity index is 8% higher during the mid-cycle (vs. menstrual phase, p = 0.032) in the Intensive effort sessions. No differences were observed in Long, Medium or Light effort, nor between the phases of pills' taking/withdrawal among OC users. Conclusion The clustering analyses developed allows a training classification and a robust method to investigate the influence of the MC/OC in situ. A better training response during the mid-cycle when the sessions are the most intense suggest an impact of the MC when the athletes approach their maximal capacity.
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Affiliation(s)
- Hugo Carlin
- Institut de Recherche bioMédicale et d'Epidémiologie du Sport (IRMES, UPR7329), INSEP (Institut National du Sport, de l'Expertise et de la Performance), Paris, France
| | - Marine Dupuit
- Institut de Recherche bioMédicale et d'Epidémiologie du Sport (IRMES, UPR7329), INSEP (Institut National du Sport, de l'Expertise et de la Performance), Paris, France
| | - Florent Storme
- Institut de Recherche bioMédicale et d'Epidémiologie du Sport (IRMES, UPR7329), INSEP (Institut National du Sport, de l'Expertise et de la Performance), Paris, France
| | - Tom Chassard
- Institut de Recherche bioMédicale et d'Epidémiologie du Sport (IRMES, UPR7329), INSEP (Institut National du Sport, de l'Expertise et de la Performance), Paris, France
| | - Alice Meignié
- Institut de Recherche bioMédicale et d'Epidémiologie du Sport (IRMES, UPR7329), INSEP (Institut National du Sport, de l'Expertise et de la Performance), Paris, France
| | - Iris Sachet
- Fédération Française de Cyclisme (FFC), Saint Quentin en Yvelines, France
| | - Emanuel Brunet
- Fédération Française de Cyclisme (FFC), Saint Quentin en Yvelines, France
| | - Jean-François Toussaint
- Institut de Recherche bioMédicale et d'Epidémiologie du Sport (IRMES, UPR7329), INSEP (Institut National du Sport, de l'Expertise et de la Performance), Paris, France
- Centre d'Investigations en Médecine du Sport—CIMS, Hôpital Hôtel-Dieu, AP-HP, Paris, France
- Université Paris Cité, Paris, France
| | - Juliana Antero
- Institut de Recherche bioMédicale et d'Epidémiologie du Sport (IRMES, UPR7329), INSEP (Institut National du Sport, de l'Expertise et de la Performance), Paris, France
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