1
|
Majano C, Garcia-Unanue J, Fernández-Cuevas I, Escamilla-Galindo V, Alonso-Callejo A, Sanchez-Sanchez J, Gallardo L, Felipe JL. Association between physical demands, skin temperature and wellbeing status in elite football players. Sci Rep 2023; 13:13780. [PMID: 37612294 PMCID: PMC10447551 DOI: 10.1038/s41598-023-40396-y] [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: 03/27/2023] [Accepted: 08/09/2023] [Indexed: 08/25/2023] Open
Abstract
The demanding nature of elite football requires players to be closely monitored to ensure optimal performance and minimize injury risk. This study aimed to evaluate the relationship between physical demands, skin temperature, and well-being status in 30 elite football players over a 12-week competitive period. Thermography assessments, weekly Well-being questionnaires, and daily training and match load recordings were used to gather data. Results indicated that along the microcycles there was a decrease in high-intensity accelerations and decelerations distance completed, while maintaining other high-intensity actions. Furthermore, it was found that high-intensity movements contribute to the generation of thermal asymmetries in the thighs; the adductor thermal asymmetry showed a positive relationship with stress and muscle soreness, the knee thermal asymmetry had a positive relationship with fatigue and a negative relationship with rest and quality of rest, and finally the hamstrings muscles exhibited significant differences between the thermal asymmetry groups, with the high asymmetry completing less high intensity actions than the low asymmetry group. In conclusion, this study highlights the interconnections between physical demands, skin temperature, and well-being in elite football players and provides valuable insights for coaches and trainers in their efforts to optimize performance and health.
Collapse
Affiliation(s)
- Carlos Majano
- IGOID Research Group, Physical Activity and Sport Sciences Department, University of Castilla-La Mancha, Avda. De Carlos III S/N, 45071, Toledo, Spain
| | - Jorge Garcia-Unanue
- IGOID Research Group, Physical Activity and Sport Sciences Department, University of Castilla-La Mancha, Avda. De Carlos III S/N, 45071, Toledo, Spain.
| | - Ismael Fernández-Cuevas
- Research Department, ThermoHuman (R&D Department, ThermoHuman, Spain), Madrid, Spain
- Faculty of Sciences for Physical Activity and Sport (INEF), Universidad Politécnica de Madrid, 28040, Madrid, Spain
| | | | - Antonio Alonso-Callejo
- IGOID Research Group, Physical Activity and Sport Sciences Department, University of Castilla-La Mancha, Avda. De Carlos III S/N, 45071, Toledo, Spain
| | - Javier Sanchez-Sanchez
- School of Sport Sciences, Universidad Europea de Madrid, 28670, Villaviciosa de Odón, Spain
| | - Leonor Gallardo
- IGOID Research Group, Physical Activity and Sport Sciences Department, University of Castilla-La Mancha, Avda. De Carlos III S/N, 45071, Toledo, Spain
| | - Jose Luis Felipe
- IGOID Research Group, Physical Activity and Sport Sciences Department, University of Castilla-La Mancha, Avda. De Carlos III S/N, 45071, Toledo, Spain
- Performance Analysis Department, UD Las Palmas, 35019, Las Palmas de Gran Canaria, Spain
| |
Collapse
|
2
|
Machado ÁS, da Silva W, Priego-Quesada JI, Carpes FP. Can infrared thermography serve as an alternative to assess cumulative fatigue in women? J Therm Biol 2023; 115:103612. [PMID: 37379651 DOI: 10.1016/j.jtherbio.2023.103612] [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: 05/09/2022] [Revised: 02/08/2023] [Accepted: 06/04/2023] [Indexed: 06/30/2023]
Abstract
Muscle fatigue can limit performance both in sports and daily life activities. Consecutive days of exercise without a proper recovery time may elicit cumulative fatigue. Although it has been speculated that skin temperature could serve as an indirect indicator of exercise-induced adaptations, it is unclear if skin temperature measured by infrared thermography (IRT) could be an outcome related to the effects of cumulative fatigue. In this study, we recruited 21 untrained women and induced cumulative fatigue in biceps brachii over two consecutive days of exercise. We measured delayed onset muscle soreness (DOMS, using a numeric rate scale), maximal strength (using a dynamometer), and skin temperature (using IRT) in exercise and non-exercise muscles. Cumulative fatigue reduced muscle strength and increased DOMS. Skin temperature in the arm submitted to cumulative fatigue was higher for minimum and mean temperature, being asymmetrical in relation to the control arm. We also observed that the variations in the minimum and mean temperatures correlated with the strength losses. In summary, skin temperature measured by IRT seems promising to help detect cumulative fatigue in untrained women, being useful to explain strength losses. Future studies should provide additional evidence for the potential applications not only in trained participants but also in patients that may not be able to report outcomes of scales or precisely report DOMS.
Collapse
Affiliation(s)
- Álvaro Sosa Machado
- Applied Neuromechanics Group, Laboratory of Neuromechanics, Federal University of Pampa, Uruguaiana, Brazil
| | - Willian da Silva
- Applied Neuromechanics Group, Laboratory of Neuromechanics, Federal University of Pampa, Uruguaiana, Brazil
| | - Jose Ignacio Priego-Quesada
- Research Group in Sports Biomechanics (GIBD), Department of Physical Education and Sports, University of Valencia, Valencia, Spain
| | - Felipe P Carpes
- Applied Neuromechanics Group, Laboratory of Neuromechanics, Federal University of Pampa, Uruguaiana, Brazil.
| |
Collapse
|
3
|
Ramirez-GarciaLuna JL, Rangel-Berridi K, Bartlett R, Fraser RDJ, Martinez-Jimenez MA. Use of Infrared Thermal Imaging for Assessing Acute Inflammatory Changes: A Case Series. Cureus 2022; 14:e28980. [PMID: 36111325 PMCID: PMC9462595 DOI: 10.7759/cureus.28980] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 09/09/2022] [Indexed: 11/05/2022] Open
|
4
|
Qu Y, Meng Y, Fan H, Xu RX. Low-cost thermal imaging with machine learning for non-invasive diagnosis and therapeutic monitoring of pneumonia. INFRARED PHYSICS & TECHNOLOGY 2022; 123:104201. [PMID: 35599723 PMCID: PMC9106596 DOI: 10.1016/j.infrared.2022.104201] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 12/09/2021] [Revised: 05/01/2022] [Accepted: 05/01/2022] [Indexed: 06/15/2023]
Abstract
Rapid screening and early treatment of lung infection are essential for effective control of many epidemics such as Coronavirus Disease 2019 (COVID-19). Recent studies have demonstrated the potential correlation between lung infection and the change of back skin temperature distribution. Based on these findings, we propose to use low-cost, portable and rapid thermal imaging in combination with image-processing algorithms and machine learning analysis for non-invasive and safe detection of pneumonia. The proposed method was tested in 69 subjects (30 normal adults, 11 cases of fever without pneumonia, 19 cases of general pneumonia and 9 cases of COVID-19) where both RGB and thermal images were acquired from the back of each subject. The acquired images were processed automatically in order to extract multiple location and shape features that distinguish normal subjects from pneumonia patients at a high accuracy of 93 % . Furthermore, daily assessment of two pneumonia patients by the proposed method accurately predicted the clinical outcomes, coincident with those of laboratory tests. Our pilot study demonstrated the technical feasibility of portable and intelligent thermal imaging for screening and therapeutic assessment of pneumonia. The method can be potentially implemented in under-resourced regions for more effective control of respiratory epidemics.
Collapse
Affiliation(s)
- Yingjie Qu
- Department of Intelligence Science and Technology, Anhui Polytechnic University, Wuhu, Anhui 241000, China
| | - Yuquan Meng
- Department of Mechanical Science and Engineering, University of Illinois at Urbana-Champaign, Urbana, IL 61801, USA
| | - Hua Fan
- Department of Hepatobiliary Surgery, The First Affiliated Hospital of University of Science and Technology of China, Hefei, Anhui 230036, China
| | - Ronald X Xu
- Suzhou Institute for Advanced Research, University of Science and Technology of China, Suzhou, Jiangshu 215009, China
| |
Collapse
|
5
|
Aylwin PE, Racinais S, Bermon S, Lloyd A, Hodder S, Havenith G. The use of infrared thermography for the dynamic measurement of skin temperature of moving athletes during competition; methodological issues. Physiol Meas 2021; 42. [PMID: 34320480 DOI: 10.1088/1361-6579/ac1872] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/14/2021] [Accepted: 07/28/2021] [Indexed: 01/28/2023]
Abstract
Objective. To investigate the use of infrared thermography (IRT) for skin temperature measurement of moving athletes during competition and its sensitivity to factors that are traditionally standardised.Approach. Thermograms were collected for 18 female athletes during the 20 km racewalk at the 2019 World Athletics Championships, with a medium-wave, cooled indium antimonide medium wave infrared band (MWIR) and a long-wave, uncooled microbolometer longwave infrared band (LWIR) infrared camera.Main results. The MWIR provided greater clarity images of motion due to a shorter exposure and response time and produced a higher percentage of acceptable images. Analysing acceptable images only, the LWIR and WMIR produced good levels of agreement, with a bias of -0.1 ± 0.6 °C in mean skin temperature for the LWIR. As the surface area of an ROI was reduced, the measured temperature became less representative of the whole ROI. Compared to measuring the whole area ROI, a single central pixel produced a bias of 0.3 ± 0.3 °C (MWIR) and 0.1 ± 0.4 °C (LWIR) whilst using the maximum and minimum temperature pixels resulted in deviations of 1.3 ± 0.4 °C and -1.1 ± 0.3 °C (MWIR) and 1.2 ± 0.3 °C and -1.3 ± 0.4 °C (LWIR). The sensitivity to air and reflected temperatures was lower for the LWIR camera, due to the higher emissivity of skin in its wavelength.Significance. IRT provides an appropriate tool for the measurement of skin temperature during real-world competition and critically during athlete motion. The cheaper LWIR camera provides a feasible alternative to the MWIR in low rate of motion scenarios, with comparable precision and sensitivity to analysis. However, the LWIR is limited when higher speeds prevent the accurate measurement and ability to capture motion.
Collapse
Affiliation(s)
- Polly E Aylwin
- Environmental Ergonomics Research Centre, Loughborough University, United Kingdom
| | | | - Stéphane Bermon
- World Athletics, Health and Science Department, Principality of Monaco, Europe.,LAMHESS, Université Côte d'Azur, France
| | - Alex Lloyd
- Environmental Ergonomics Research Centre, Loughborough University, United Kingdom
| | - Simon Hodder
- Environmental Ergonomics Research Centre, Loughborough University, United Kingdom
| | - George Havenith
- Environmental Ergonomics Research Centre, Loughborough University, United Kingdom
| |
Collapse
|
6
|
Sanchis-Sanchis R, Priego-Quesada JI, Ribas-Garcia V, Carpes FP, Encarnacion-Martinez A, Perez-Soriano P. Effects of asymmetrical exercise demands on the symmetry of skin temperature in archers. Physiol Meas 2020; 41:114002. [DOI: 10.1088/1361-6579/abc020] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
|
7
|
Effect of a Marathon on Skin Temperature Response After a Cold-Stress Test and Its Relationship With Perceptive, Performance, and Oxidative-Stress Biomarkers. Int J Sports Physiol Perform 2020; 15:1467-1475. [PMID: 32470920 DOI: 10.1123/ijspp.2019-0963] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/12/2019] [Revised: 01/20/2020] [Accepted: 02/04/2020] [Indexed: 11/18/2022]
Abstract
CONTEXT Although skin-temperature assessment has received much attention in recent years as a possible internal-load measurement, scientific evidence is scarce. PURPOSE To analyze baseline skin temperature and its rewarming through means of a cold-stress test before and after performing a marathon and to study the association between skin temperature and internal/external-load measurements. METHODS A total of 16 runners were measured 48 and 24 h before and 24 and 48 h after completing a marathon. The measurements on each day of testing included urine biomarkers of oxidative stress, pain and fatigue perception, skin temperature (at baseline and after a cold-stress test), and jump performance. RESULTS Reduced jump performance (P < .01 and effect size [ES] = 0.5) and higher fatigue and pain perception were observed 24 h after the marathon (P < .01 and ES > 0.8). Although no differences in baseline skin temperature were observed between the 4 measuring days, posterior legs presented lower constant (P < .01 and ES = 1.4) and higher slope (P = .04 and ES = 1.1) parameters in the algorithmic equations fitted for skin-temperature recovery after the cold-stress test 24 h after the marathon than on the day before the marathon. Regressions showed that skin-temperature parameters could be predicted by the ratio of ortho-tyrosine isomer to phenylalanine (oxidative stress biomarker) and body fat composition, among others. CONCLUSIONS Although baseline skin temperature was not altered 24 or 48 h after a marathon, the application of cold stress after the marathon would appear to be a good method for providing information on vasoconstriction and a runner's state of stress.
Collapse
|
8
|
Effect of Exercise on Athletes Performing in Fencing Uniforms: Methodology and Preliminary Results of the Use of Infrared Thermography to Detect the Thermal Behaviour of Fencers. APPLIED SCIENCES-BASEL 2020. [DOI: 10.3390/app10093296] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
In recent times, infrared thermography has been often applied to sport science, in order to evaluate athletes’ performance in relation to their thermal behaviour. As there is a lack of studies for the sport of fencing, this paper aims to provide preliminary results showing the thermal behaviour of fencers of different competitive level and to provide a methodology for its assessment. In particular, thermal images were acquired before, during and after the training, as well as the metabolic rate and the rate of perceived exertion, for eight fencers with different competitive levels (international/national/veteran). Results showed that in moderate environments there was any correlation between the environmental parameters and temperature trend on athletes’ bodies, while competitive level and thermal behaviour were connected. The presence of thermal asymmetries was also detected. In general, from these preliminary results, professional athletes presented the same temperature trend. Therefore, further studies should be carried out in order to investigate these findings on a larger sample of elite athletes, as their thermal response may be important for improving their performance.
Collapse
|
9
|
Pérez-Guarner A, Priego-Quesada JI, Oficial-Casado F, Cibrián Ortiz de Anda RM, Carpes FP, Palmer RS. Association between physiological stress and skin temperature response after a half marathon. Physiol Meas 2019; 40:034009. [DOI: 10.1088/1361-6579/ab0fdc] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/04/2023]
|