Skip to main content

ORIGINAL RESEARCH article

Front. Physiol., 08 March 2022
Sec. Exercise Physiology
This article is part of the Research Topic TAPAS 2021: Use and Application of Technology in Physical Activity and Sport View all 6 articles

Usefulness of Portable Device to Establish Differences in Muscle Oxygenation Between the Wingate Test and Graded Exercise Test: Effect of Gender on Anaerobic and Aerobic Capacity in Speed Skaters

s
Kinga R&#x;bi&#x;&#x;Kinga Rębiś1Dorota Sadowska&#x;Dorota Sadowska1Michal Starczewski,
&#x;Michal Starczewski1,2*Andrzej Klusiewicz
&#x;
Andrzej Klusiewicz3*§
  • 1Department of Physiology, Institute of Sport - National Research Institute, Warsaw, Poland
  • 2Faculty of Rehabilitation, Józef Piłsudski University of Physical Education in Warsaw, Warsaw, Poland
  • 3Faculty of Physical Education and Health, Biała Podlaska, Józef Piłsudski University of Physical Education in Warsaw, Warsaw, Poland

The aim of this study was to compare the oxygenation response in the vastus lateralis muscle (SmO2) in two types of tests: supramaximal and maximal. Furthermore, gender differences in SmO2 response to test exercise were assessed and the usefulness of muscle oxygenation measurements in the assessment of anaerobic and aerobic capacity was determined. The Wingate test (WAnT) and the graded exercise test (GXT) to exhaustion were performed on a cycle ergometer to examine 13 female and 14 male speed skaters from the junior and U23 national teams. During both tests, SmO2 of the vastus lateralis muscle was recorded by near-infrared spectroscopy at baseline (at rest or post warm-up), at exercise, and during recovery. The most significant SmO2 indices (differences between baseline and post-exercise indices and half time for SmO2 to reach the maximal post-exercise value) were not significantly different between the tests. Gender was also not a differentiating factor in muscle oxygenation regardless of test type. In the GXT test, half time required for SmO2 to reach the maximal value correlated negatively with VO2max and test duration, thus confirming the usefulness of SmO2 measurements in the assessment of the aerobic capacity of speed skaters. In contrast, the WAnT test showed no significant correlations between exercise indices and muscle oxygenation indices. From the standpoint of the assessment of anaerobic capacity, SmO2 measurements showed little diagnostic value.

Introduction

Periodic physical capacity testing of speed skaters often includes maximal aerobic testing with a graded load (Stangier et al., 2016) and supramaximal tests assessing anaerobic exercise capacity (Hofman et al., 2017). The aerobic contribution increases with the length of the race distance, but no relationship has been demonstrated between the level of the maximal oxygen uptake and the athletic performance of speed skaters (Konings et al., 2015). Furthermore, speed skaters generate high power output during races, which requires adequate levels of aerobic and anaerobic capacity, although their proportional contribution varies depending on the race distance (Konings et al., 2015; Piucco et al., 2018). On the other hand, an assessment of short-term exercise capacity is particularly relevant in speed skating for athletes competing over short distances, who generate the highest power values (Konings et al., 2015). According to the literature, skaters who score high on the Wingate test are also more successful during competitions (Nagasawa, 2013).

The latest near-infrared spectroscopy (NIRS) devices measuring muscle oxygenation (SmO2) are useful in the study of speed skaters, especially when conducted on ice (Hesford et al., 2012; Hettinga et al., 2016). The specific position that is necessary for speed skating imposes certain physiological limitations. Prolonged isometric muscle contractions and a sitting low position impede blood flow to the lower limb muscles, reduce quadriceps oxygenation, and increase blood lactate levels. This impairs oxygen transport and leads to increasing fatigue processes (Hesford et al., 2013). Despite previously conducted research on ice, there remains several essential queries related to laboratory tests and NIRS measurements. In the present study, we sought to investigate whether changes in locomotory muscle oxygenation levels are dependent on the type of test conducted under laboratory conditions when assessed with NIRS. Understanding, how supramaximal and maximal exercise intensities impact muscle oxygenation in speed skating can help to deliver training monitoring methods based on SmO2 measurements.

It should be emphasized that NIRS measurements are also increasingly used during testing in other sports such as cycling, cross-country running, and kayaking (Borges and Driller, 2016; Crum et al., 2017; Paquette et al., 2018). In the last few years, the introduction of mobile oximeters to measure the oxygenation level of myoglobin in the muscle cytoplasm and hemoglobin in the blood vessels of the muscle microcirculation (muscle oxygen saturation, SmO2) has been particularly relevant to training practice (Perrey and Ferrari, 2018). SmO2 measurements during exercise provide valuable information about oxygen transport and utilization in muscles (McCully and Hamaoka, 2000). Recovery time of muscle reoxygenation after submaximal or maximal exercise has been associated with muscle oxidative capacity. An increase in recovery time indicates an oxygen deficit, especially when exercise intensity increases (Hamaoka, 2013). In speed skating, the most common location for the NIRS monitor is vastus lateralis (Hesford et al., 2012; Hettinga et al., 2016). These measurements do not require blood sampling and are not associated with high financial costs, which is why, in recent years, there has been an increasing interest in this subject from both researchers and coaches. According to many authors, NIRS measurements are a simple, safe, and fast way to assess exercise capacity during short-term maximal contractions (Cettolo et al., 2007) and to determine so-called training intensity zones (Borges and Driller, 2016; Driller et al., 2016; Crum et al., 2017). For the training process, it is important to know not only the global maximal parameters of the athlete, such as work rate, power, or maximal oxygen uptake, but also to understand the body’s response to the effort at the local level, as assessed by NIRS. There have already been attempts to study muscle oxygenation in speed skaters (Hesford et al., 2012, 2013; Hettinga et al., 2016; Piucco et al., 2018) indicating the importance of studies assessing the relationship between changes in SmO2 and locomotor muscle fatigue in this sport. Despite the successful use of NIRS in studies on speed skaters, the differences in the SmO2 changes between an aerobic and an anaerobic test has not been characterized in a group of high-performance athletes. It is therefore justified to continue the analysis using NIRS in high-performance speed skaters after various types of exercise, which has both diagnostic and practical significance in the selection of training loads (Hettinga et al., 2016).

An important aspect of our research was therefore the combination of classical physical laboratory tests performed periodically by speed skaters with measurements of muscle oxygenation. The main aim of this study was therefore to compare the oxygenation response of the vastus lateralis muscle in two types of tests: supramaximal and maximal, to determine the usefulness of NIRS measurements in assessing anaerobic and aerobic capacity in speed skaters. Furthermore, gender differences in SmO2 response to test effort in athletes were also evaluated, which, to our knowledge, has not yet been described in the literature. We have found only one recent published research that attempts to assess muscle oxygenation responses in relation to gender, but unlike the current study, it involved physically active participants, not athletes (Espinosa-Ramírez et al., 2021).

Materials and Methods

Subjects

The study involved 27 athletes (13 females and 14 males), who were the leading long track Polish speed skaters of junior and U23 national teams, aged 14.8–22.1 years. Training experience was 4.2 ± 1.5 in the group of female skaters and 3.5 ± .9 years in male skaters. Both female and male skaters practiced different speed skating events: sprint (11 skaters), middle-distance (9), and long-distance (7) speed skating events. Characterization of the study participants is presented in Table 1. Athletes performed two exercise tests on 1 day, with a minimum 2-h break between tests. Measurements of muscle oxygenation and classical exercise indices determined by standard exercise tests (the Wingate test and graded exercise test) used in speed skaters were analyzed.

TABLE 1
www.frontiersin.org

Table 1. Basic characteristics of the examined speed skaters (n = 27), mean ± SD.

The study was conducted in cooperation with National Speed Skating Association during the preparatory training period (in September) of the annual training plan. The presented study was conducted according to the guidelines of the Declaration of Helsinki (1975) and was approved by the Institutional Research Ethics Committee.

Athletes were selected for the study by national teams coaches and participated voluntarily. They were informed about the right to withdraw at every stage of the research. All participants provided written consent for participation, and in the case of underage, such consent was received from their legal guardians.

Exercise Tests

The anaerobic capacity test (the Wingate Test, WAnT) was performed first on a Monark 874E cycle ergometer (Monark Exercise AB, Sweden). This test was preceded by a standard 5-min warm-up with a load of 1.0 W/kg. Next, after 2 min of rest, the athlete performed a 30-s test ith the load individually adjusted to body weight (7.5% of body weight). The subject’s task was to produce the highest possible cadence after the “Start!” command and to maintain it as high as possible for the test duration. The speed skaters were instructed not to raise their hips from the saddle but to always make their best effort to pedal during the Wingate test. The basic mechanical parameters of the effort, i.e., work done, maximum power, and fatigue index, were computed using a computer program coupled with the cycle ergometer (MCE 5.1—JBA Z. Staniak, Poland).

The maximal graded exercise test (GXT) was performed on a Lode Excalibur Sport PFM cycle ergometer (Lode B. V., Netherlands). The test consisted of 3-min stages with graded load performed continuously. The test was started in male and female skaters with a load of 1.0 W/kg and the load was increased every stage by.7 W/kg (female skaters) or.8 W/kg (male skaters). During the test, heart rate (HR) was continuously recorded using the H9 Heart Rate Sensor (Polar Electro Oy, Finland). Respiratory gases were measured during each testing session using wearable and wireless breath-by-breath pulmonary gas analyzer (Metamax 3B, Cortex Biophysik GmbH, Germany), previously demonstrated to be reliable for measuring oxygen uptake (Overstreet et al., 2017).

After completing both tests, the athletes continued pedaling for active cool-down (light exercise at a load of.5 W/kg performed for 3 min after the completion of the test) aimed at avoiding an orthostatic shock.

Maximal Aerobic Power

Maximal aerobic power (Pmax) was calculated as a proportion of the time and a power of the last executed bout in the GXT (Kuipers et al., 1985). The equation for calculation is presented below:

Pmax=PLFE+TLE/TSt*ΔP.

Pmax—maximal aerobic power; PLFE—power of the last fully executed step; TLE—time executed in the final step; TSt—time of the last step; and ΔP—increase in power between last two steps.

Maximal Oxygen Consumption

Maximal oxygen uptake (VO2max) was defined as the highest amount of oxygen consumption over a 30-s period during the test. The maximal intensity exercise necessary for the estimation of VO2max was defined by the following criteria: the VO2 plateauing with increasing workload, the post-exercise blood lactate concentration > 8 mmol/l, the respiratory exchange ratio (RER) >1.1, and attainment of the age-adjusted maximal heart rate expressed as HRmax = 220—participant age. If at least two of the above criteria were met during the exercise, the attained effort and oxygen uptake were regarded as maximal.

Measurements of Muscle Oxygenation

During both tests, a NIRS device (Moxy monitors; Fortiori Design LLC, Hutchinson, MN, United States) was placed on the vastus lateralis (VL) muscle that is active during cycling. The Moxy monitor is a continuous wave near-infrared spectroscopy monitor. It uses a new type of algorithm that is based on Monte Carlo modeling. The system uses four wavelengths at 680, 720, 760, and 800 nm. The spacings between two emiters and detector are 12.5 and 25 mm respectively. The device was approximately 15 ± 2 cm above the proximal border of the patella on the vastus lateralis muscle belly and was fixed to the right limb with a dark 7.5 cm dynamic tape by the same person. The muscle oxygen saturation (SmO2) was recorded at baseline (at rest for GXT or post warm-up for WAnT), during exercise, and during the recovery period. SmO2 reflects the dynamic balance between oxygen (O2) consumption and supply (Ichimura et al., 2006). SmO2 measurements taken 2 min after the warm-up and before the test were taken as baselinevalues for WAnT and GXT, respectively. The differences in SmO2 (Δ SmO2) between baseline and minimal exercise levels were also calculated. The reoxygenation rate after both tests were evaluated as the half time required for SmO2 recovery (SmO2 HTR; McCully et al., 1994; Nagasawa, 2013). The SmO2 data values for further calculations were averaged from measurements made 2.0 min before tests (SmO2 baseline), during 2 s at exercise minimum (SmO2 minimum), and recovery maximum (SmO2 maximum) The mean SmO2 for 2 s immediately after the completion of the exercise was defined as 0% and the maximum SmO2 in the first 3 min of the recovery phase after completion of exercise was defined as 100%. The SmO2 HTR was then defined as the time from the completion of exercise to the time to reach 50% SmO2.

Statistical Analysis

The statistical analyses were conducted with the Statistica 13.0 software. The normal distribution of variables was examined using the Shapiro–Wilk test. The significance of differences was assessed using the Student test and Mann-Whitney U-test for variables with a distribution different from the normal distribution. The power of relationships between the variables was determined based on Spearman’s rank correlation coefficients (R). The coefficient intervals for correlations were also presented. The level of statistical significance was set at p ≤ .05.

Results

No significant differences in muscle oxygenation of the vastus lateralis muscle indices were observed between female and male speed skaters during both tests (see Tables 2 and 3).

TABLE 2
www.frontiersin.org

Table 2. Values of selected indices recorded during the Wingate test in the examined group of female and male speed skaters (n = 27), mean ± SD.

TABLE 3
www.frontiersin.org

Table 3. Values of selected indices recorded during the graded exercise test in the examined group of female and male speed skaters (n = 27), mean ± SD.

During WAnT for the combined analysis of male and female results, a rapid real-time decline was found in SmO2, lasting until the end of the test. Average ∆SmO2 across the whole group (n = 27) was 51.1 ± 7.8% (Figure 1).

FIGURE 1
www.frontiersin.org

Figure 1. Muscle oxygen saturation (SmO2): at baseline, as exercise minimum values, post exercise maximum values, differences between baseline and minimum values (Δ SmO2) and half time for SmO2 to reach the maximal value (SmO2 HTR) during the graded exercise test (GXT) and the Wingate test (WAnT) in the combined group female and male speed skaters (n = 27). *Mann-Whitney U test (p < .05).

SmO2 HTR was 23.5 ± 8.5 s on average. During the GXT, ∆SmO2, and SmO2HTR were 51.9 ± 10.6% and 26.0 ± 11.4 s, respectively. While ΔSmO2 and SmO2HTR did not differ between the WAnT and the GXT, significant differences were found in baseline, minimum, and maximum SmO2 levels, which were significantly lower after WAnT (60.2 ± 6.3%,9.2 ± 4.4%, and 70.9 ± 7.3, respectively) compared to GXT (by 64.7 ± 8.5%, 12.8 ± 6.6%, and 76.5 ± 7.3, respectively; Figure 1).

During WAnT, no significant correlations were observed between muscle oxygenation indices and exercise capacity indices (Power Max, Work, and Fatigue Index), (Table 4).

TABLE 4
www.frontiersin.org

Table 4. Spearman’s rank correlation coefficients values between selected indices recorded during the Wingate test in the examined group of female and male speed skaters (n = 27).

Furthermore, in this test, muscle oxygenation indices did not correlate significantly with VO2max expressed in absolute values and calculated per body weight (Table 5).

TABLE 5
www.frontiersin.org

Table 5. Spearman’s rank correlation coefficient values between VO2maxand Pmax and selected indices of muscle oxygenation recorded during the Wingate and graded exercise tests in the group of female and male speed skaters (n = 27).

In GXT, significant correlations with muscle oxygenation indices were observed between SmO2HTR, maximal oxygen uptake, and maximal power in absolute (r = −.40, and r = −.40, respectively, p < .05) and relative (r = −.39, r = −.49, respectively, p < .05) values (Table 5), and test duration (r = −.46, p < .05), (Figure 2).

FIGURE 2
www.frontiersin.org

Figure 2. Statistically significant Spearman’s rank correlation between half time for SmO2 to reach the maximal value (SmO2 HTR) and test time in the graded exercise test (GXT) in the combined group of female and male speed skaters (n = 27). *p < .05.

Discussion

An important observation was that there were no significant gender differences in the muscle oxygenation response to anaerobic and aerobic exercise. This is related to the fact that regardless of gender, factors that improve oxygen delivery to working muscles, such as muscle capillary density, blood volume, plasma volume influencing cardiac output, red blood cell volume, or total hemoglobin mass, improve with increased fitness level (Heinicke et al., 2001; Malczewska-Lenczowska et al., 2013; Steiner et al., 2019; Zelenkova et al., 2019). Importantly, our study reports that the rate of SmO2 reoxygenation showed a significant correlation with VO2max and exercise capacity in GXT. In speed skaters with higher maximal oxygen uptake and test duration, the quadriceps muscle oxygenation returned to maximal levels faster after GXT. Similarly, Ichimura et al. (2006) also showed that the rate of muscle reoxygenation after a ramp test was faster in subjects with higher VO2max levels. It should be emphasized that the reoxygenation times obtained in both tests were affected by active cool-down. These results suggest that the rate of muscle reoxygenation in the graded exercise test depended on the aerobic capacity of speed skaters.

The participants in our study were selected Polish speed skaters of different ages and speed skating events (sprinters, middle-distance, and long-distance skaters). They were junior and U23 speed skaters with a maximal oxygen uptake of 52.1 ± 4.6 in female skaters and 62.0 ± 4.8 ml/kg/min in male skaters. A review of the literature suggests that skaters achieve relatively low values of maximal oxygen uptake in a test performed on a cycle ergometer compared to other endurance sports (between 52.2 and 54.9 ml/kg/min for females and 57.2 and 62.0 ml/kg/min for male skaters; Konings et al., 2015).

We observed that SmO2 indices show little diagnostic value for the assessment of anaerobic capacity in highly trained athletes, indicating a lack of significant correlation with both the maximal power and work in WAnT (Table 4). Another study (Nagasawa, 2013) indicated a slower recovery rate of muscle oxygenation after WAnT in long-distance runners compared with that in sprinters and healthy controls. In contrast to this study, a larger group of female and male speed skaters did not show a higher reoxygenation rate after an analogous exercise (WAnT) in participants with lower VO2max expressed both in absolute values and converted to body weight (Table 5). While the usefulness of SmO2 is reduced for the assessment of anaerobic capacity in speed skaters, this does not exclude that such measurements may be important in the choice of the training load, e.g., during high-intensity intervals. However, it should be mentioned that this problem was not the subject of our research. In presented research SmO2 indices, maximal power and work in WAnT, maximal power, and maximal oxygen uptake in GXT were determined. To our knowledge, this is the first research paper comparing SmO2 responses in speed skaters between two different types of exercise tests. Previous studies (Buchheit and Ufland, 2011; Nagasawa, 2013; Paquette et al., 2020; Vasquez-Bonilla et al., 2021) examined recovery following WAnT and short-term efforts in kayak and football players, or the rate of reoxygenation following maximal aerobic exercise test (Ichimura et al., 2006). One of the study’s limitations is the differences in baseline SmO2 values found among speed skaters could be due to the slightly different phase of measurement, i.e., 2 min after the warm-up in WAnT (affecting better blood supply and muscle oxygenation) and at rest before GXT, (Figure 1) or slight position change of the NIRS device. However, in our research, SmO2 post warm-up values in WAnT were lower than rest SmO2 before GXT, that is in contrast to previous observations. The short duration of the interval (2 min) between the warm-up and the WAnT test may have contributed to the lower than expected baseline SmO2 values. Additionally, it can be assumed that the described differences also contributed to the lower minimum SmO2 values after WAnT. Unlike previous studies by other authors (Nagasawa, 2013), the WAnT methodology intentionally used a warm-up as required by the methodology of performing this test. According to Frikha et al. (2016), the warm-up model used and the duration of the rest before performing 30 s of exercise has a significant effect on the results obtained and the assessment of anaerobic capacity.

The values of the remaining SmO2 indices, i.e., ΔSmO2 and SmO2HTR are not dependent on the type of test performed (Figure 1). One reason for the lack of differences may have been the rapid rate of decline in muscle oxygenation observed already several seconds after the start of exercise, which was important for the short-term WAnT test. Other cardiopulmonary indices such as heart rate and oxygen uptake require much longer exercise duration to reach their maximal values. These observations support the need for further research into local changes in oxygenation and their use in the control and monitoring of exercise load.

Conclusion

This study shows that regardless of the type of test, the gender of speed skaters does not differentiate between muscle oxygenation responses. The rate of muscle reoxygenation in the graded exercise test depends on the aerobic capacity of speed skaters. However, SmO2 indices show less usefulness diagnostic value for assessing anaerobic capacity. Finally, the most significant SmO2 indices (differences between baseline and minimal SmO2 and half time for SmO2 to reach the maximal post-exercise levels) were not significantly different between the Wingate test and graded exercise test.

Practical Applications

The use of non-invasive measurements of the rate of muscle reoxygenation can be useful in assessing the aerobic capacity of speed skaters, thus contributing to a more in-depth analysis of post-training adaptations.

Limitation

The study group consisted of relatively few representatives of different speed skating events (sprint n = 11, middle distance n = 9, and long distance n = 7). In future research, it may be advisable to conduct similar analyses on larger groups of speed skaters with regard to individual events.

Data Availability Statement

The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.

Ethics Statement

The studies involving human participants were reviewed and approved by the Komisja Etyki Badań Naukowych, Instytut Sportu—Państwowy Instytut Badawczy (The Scientific Research Ethics Committee, Institute of Sport—National Research Institute). The patients/participants provided their written informed consent to participate in this study.

Author Contributions

All authors listed have made a substantial, direct and intellectual contribution to the work, and approved it for publication.

Funding

The study was conducted with financial support from the Ministry of Culture National Heritage and Sport of the Republic of Poland under grant number 2021/0408/Udot/32/DSW.

Conflict of Interest

The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.

Publisher’s Note

All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.

References

Borges, N. R., and Driller, M. W. (2016). Wearable lactate threshold predicting device is valid and reliable in runners. J. Strengh Cond. Res. 30, 2212–2218. doi: 10.1519/JSC.0000000000001307

PubMed Abstract | CrossRef Full Text | Google Scholar

Buchheit, M., and Ufland, P. (2011). Effect of endurance training on performance and muscle reoxygenation rate during repeated-sprint running. Eur. J. Appl. Physiol. 111, 293–301. doi: 10.1007/s00421-010-1654-9

PubMed Abstract | CrossRef Full Text | Google Scholar

Cettolo, V., Ferrari, M., Biasini, V., and Quaresima, V. (2007). vastus lateralis O2 desaturation in response to fast and short maximal contraction. Med. Sci. Sports Exerc. 39, 1949–1959. doi: 10.1249/mss.0b013e3181453476

PubMed Abstract | CrossRef Full Text | Google Scholar

Crum, E. M., O’Connor, W. J., Van Loo, L., Valckx, M., and Stannard, S. R. (2017). Validity and reliability of the moxy oxygen monitor during incremental cycling exercise. Eur. J. Sport Sci. 17, 1037–1043. doi: 10.1080/17461391.2017.1330899

PubMed Abstract | CrossRef Full Text | Google Scholar

Driller, M., Plews, D., and Borges, N. (2016). Wearable near infrared sensor for determining an athlete’s lactate threshold during exercise. NIR News 27, 8–10. doi: 10.1255/nirn.1609

CrossRef Full Text | Google Scholar

Espinosa-Ramírez, M., Moya-Gallardo, E., Araya-Román, F., Riquelme-Sánchez, S., Rodriguez-García, G., Reid, W. D., et al. (2021). Sex-differences in the oxygenation levels of intercostal and vastus lateralis muscles during incremental exercise. Front Physiol. 12:738063. doi: 10.3389/fphys.2021.738063

PubMed Abstract | CrossRef Full Text | Google Scholar

Frikha, M., Chaâri, N., Mezghanni, N., and Souissi, N. (2016). Influence of warm-up duration and recovery interval prior to exercise on anaerobic performance. Biol. Sport 33, 361–366. doi: 10.5604/20831862.1221830

PubMed Abstract | CrossRef Full Text | Google Scholar

Hamaoka, T. (2013). Muscle oxygenation monitoring using near-infrared spectroscopy. J. Phys. Fitness Sports Med. 2, 203–207. doi: 10.7600/jpfsm.2.203

CrossRef Full Text | Google Scholar

Heinicke, K., Wolfarth, B., Winchenbach, P., Biermann, B., Schmid, A., Huber, G., et al. (2001). Blood volume and hemoglobin mass in elite athletes of different disciplines. Int. J. Sports Med. 22, 504–512. doi: 10.1055/s-2001-17613

PubMed Abstract | CrossRef Full Text | Google Scholar

Hesford, C. M., Cardinale, M., Laing, S., and Cooper, C. E. (2013). NIRS measurements with elite speed skaters: comparison between the ice rink and the laboratory. Adv. Exp. Med. Biol. 765, 81–86. doi: 10.1007/978-1-4614-4989-8_12

PubMed Abstract | CrossRef Full Text | Google Scholar

Hesford, C. M., Laing, S. J., Cardinale, M., and Cooper, C. E. (2012). Asymmetry of quadriceps muscle oxygenation during elite short-track speed skating. Med. Sci. Sports Exerc. 44, 501–508. doi: 10.1249/MSS.0b013e31822f8942

PubMed Abstract | CrossRef Full Text | Google Scholar

Hettinga, F. J., Konings, M. J., and Cooper, C. E. (2016). Differences in muscle oxygenation, perceived fatigue and recovery between long-track and short-track speed skating. Front. Physiol. 7:619. doi: 10.3389/fphys.2016.00619

PubMed Abstract | CrossRef Full Text | Google Scholar

Hofman, N., Orie, J., Hoozemans, M. J. M., Foster, C., and de Koning, J. J. (2017). Wingate test as a strong predictor of 1500-m performance in elite speed skaters. Int. J. Sports Physiol. Perform. 12, 1288–1292. doi: 10.1123/ijspp.2016-0427

PubMed Abstract | CrossRef Full Text | Google Scholar

Ichimura, S., Murase, N., Osada, T., Kime, R., Homma, T., Ueda, C., et al. (2006). Age and activity status affect muscle reoxygenation time after maximal cycling exercise. Med. Sci. Sports Exerc. 38, 1277–1281. doi: 10.1249/01.mss.0000227312.08599.f1

PubMed Abstract | CrossRef Full Text | Google Scholar

Konings, M. J., Elferink-Gemser, M. T., Stoter, I. K., van der Meer, D., Otten, E., and Hettinga, F. J. (2015). Performance characteristics of long-track speed skaters: a literature review. Sports Med. 45, 505–516. doi: 10.1007/s40279-014-0298-z

PubMed Abstract | CrossRef Full Text | Google Scholar

Kuipers, H., Verstappen, F. T. J., Keizer, H. A., Geurten, P., and Van Kranenburg, G. (1985). Variability of aerobic performance in the laboratory and its physiologic correlates. Int. J. Sports Med. 6, 197–201. doi: 10.1055/s-2008-1025839

PubMed Abstract | CrossRef Full Text | Google Scholar

Malczewska-Lenczowska, J., Sitkowski, D., Orysiak, J., Pokrywka, A., and Szygula, Z. (2013). Total haemoglobin mass, blood volume and morphological indices among athletes from different sport disciplines. Arch. Med. Sci. 5, 780–787. doi: 10.5114/aoms.2013.36926

PubMed Abstract | CrossRef Full Text | Google Scholar

McCully, K. K., Halber, C., and Posner, J. D. (1994). Exercise-induced changes in oxygen saturation in the calf muscles of elderly subjects with peripheral vascular disease. J. Gerontol. 49, B128–B134. doi: 10.1093/geronj/49.3.b128

PubMed Abstract | CrossRef Full Text | Google Scholar

McCully, K. K., and Hamaoka, T. (2000). Near-infrared spectroscopy: what can it tell us about oxygen saturation in skeletal muscle? Exerc. Sport Sci. Rev. 28, 123–127.

PubMed Abstract | Google Scholar

Nagasawa, T. (2013). Slower recovery rate of muscle oxygenation after sprint exercise in long-distance runners compared with that in sprinters and healthy controls. J. Strength Cond. Res. 27, 3360–3366. doi: 10.1519/JSC.0b013e3182908fcc

PubMed Abstract | CrossRef Full Text | Google Scholar

Overstreet, B. S., Bassett, D. R. Jr., Crouter, S. E., Rider, B. C., and Parr, B. B. (2017). Portable open-circuit spirometry systems. J. Sports Med. Phys. Fitness 57, 227–237. doi: 10.23736/S0022-4707.16.06049-7

PubMed Abstract | CrossRef Full Text | Google Scholar

Paquette, M., Bieuzen, F., and Billaut, F. (2018). Muscle oxygenation rather than VO2max as a strong predictor of performance in sprint canoe-kayak. Int. J. Sports Physiol. Perform. 13, 1299–1307. doi: 10.1123/ijspp.2018-0077

PubMed Abstract | CrossRef Full Text | Google Scholar

Paquette, M., Bieuzen, F., and Billaut, F. (2020). Effect of a 3-weeks training camp on muscle oxygenation, VO2 and performance in elite Sprint kayakers. Front Sports Act Living 2:47. doi: 10.3389/fspor.2020.00047

PubMed Abstract | CrossRef Full Text | Google Scholar

Perrey, S., and Ferrari, M. (2018). Muscle oximetry in sports science: a systematic review. Sports Med. 48, 597–616. doi: 10.1007/s40279-017-0820-1

PubMed Abstract | CrossRef Full Text | Google Scholar

Piucco, T., Soares, R., Diefenthaeler, F., Millet, G. Y., and Murias, J. M. (2018). Oxygen uptake and muscle deoxygenation kinetics during skating: comparison between slide-board and treadmill skating. Int. J. Sports Physiol. Perform. 13, 783–788. doi: 10.1123/ijspp.2017-0440

PubMed Abstract | CrossRef Full Text | Google Scholar

Stangier, C., Abel, T., Hesse, C., Claen, S., Mierau, J., Hollmann, W., et al. (2016). Effects of cycling vs. running training on endurance performance in preparation for inline speed skating. J. Strength Cond. Res. 30, 1597–1606. doi: 10.1519/JSC.0000000000001247

PubMed Abstract | CrossRef Full Text | Google Scholar

Steiner, T., Maier, T., and Wehrlin, J. P. (2019). Effect of endurance training on hemoglobin mass and VO2max in male adolescent athletes. Med. Sci. Sports Exerc. 51, 912–919. doi: 10.1249/MSS.0000000000001867

PubMed Abstract | CrossRef Full Text | Google Scholar

Vasquez-Bonilla, A. A., Camacho-Cardeñosa, A., Timón, R., Martínez-Guardado, I., Camacho-Cardeñosa, M., and Olcina, G. (2021). Muscle oxygen desaturation and re-saturation capacity limits in repeated sprint ability performance in women soccer players: a new physiological interpretation. Int. J. Environ. Res. Public Health 18:3484. doi: 10.3390/ijerph18073484

PubMed Abstract | CrossRef Full Text | Google Scholar

Zelenkova, I. E., Zotkin, S. V., Korneev, P. V., Koprov, S. V., and Grushin, A. A. (2019). Relationship between total hemoglobin mass and competitive performance in endurance athletes. J. Sports Med. Phys. Fitness 59, 352–356. doi: 10.23736/S0022-4707.18.07865-9

PubMed Abstract | CrossRef Full Text | Google Scholar

Keywords: speed skaters, supramaximal and maximal exercise tests, muscle oxygenation, anaerobic and aerobic capacity, portable oxygenation devices

Citation: Rębiś K, Sadowska D, Starczewski M and Klusiewicz A (2022) Usefulness of Portable Device to Establish Differences in Muscle Oxygenation Between the Wingate Test and Graded Exercise Test: Effect of Gender on Anaerobic and Aerobic Capacity in Speed Skaters. Front. Physiol. 13:809864. doi: 10.3389/fphys.2022.809864

Received: 05 November 2021; Accepted: 21 January 2022;
Published: 08 March 2022.

Edited by:

Borja Sañudo, Independent Researcher, Seville, Spain

Reviewed by:

Myriam Paquette, Institut national du sport du québec, Canada
Dale Wilson Chapman, Curtin University, Australia

Copyright © 2022 Rębiś, Sadowska, Starczewski and Klusiewicz. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.

*Correspondence: Andrzej Klusiewicz, andrzej.klusiewicz@insp.waw.pl; Michal Starczewski, michal.starczewski@awf.edu.pl

This author shares first authorship

These authors have contributed equally to this work

§This author shares senior authorship

Disclaimer: All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article or claim that may be made by its manufacturer is not guaranteed or endorsed by the publisher.