Skip to main content

BRIEF RESEARCH REPORT article

Front. Sports Act. Living, 15 March 2021
Sec. Elite Sports and Performance Enhancement
This article is part of the Research Topic Youth and Winter Sports View all 10 articles

Is Hemoglobin Mass at Age 16 a Predictor for National Team Membership at Age 25 in Cross-Country Skiers and Triathletes?

  • Section for Elite Sport, Swiss Federal Institute of Sport, Magglingen, Switzerland

We recently measured the development of hemoglobin mass (Hbmass) in 10 Swiss national team endurance athletes between ages 16–19. Level of Hbmass at age 16 was an important predictor for Hbmass and endurance performance at age 19. The aim was to determine how many of these young athletes were still members of Swiss national teams (NT) at age 25, how many already terminated their career (TC), and whether Hbmass at ages 16 and 19 was different between the NT and TC group. We measured Hbmass using the optimized carbon monoxide re-breathing technique in 10 high-performing endurance athletes every 0.5 years beginning at age 16 and ending at age 19. At age 25, two athletes were in the NT group and eight athletes in the TC group. Mean absolute, body weight-, and lean body mass (LBM) related Hbmass at age 16 was 833 ± 61 g, 13.7 ± 0.2 g/kg and 14.2 ± 0.2 g/kg LBM in the NT group and 742 ± 83 g, 12.2 ± 0.7 g/kg and 12.8 ± 0.8 g/kg LBM in the TC group. At age 19, Hbmass was 1,042 ± 89 g, 14.6 ± 0.2 g/kg and 15.4 ± 0.2 g/kg LBM in the NT group and 863 ± 109 g, 12.7 ± 1.1 g/kg and 13.5 ± 1.1 g/kg LBM in the TC group. Body weight- and LBM related Hbmass were higher in the NT group than in the TC group at ages 16 and 19 (p < 0.05). These results indicate, that Hbmass at ages 16 and 19 possibly could be an important predictor for later national team membership in endurance disciplines.

Introduction

It is well-documented that elite endurance athletes are characterized by having up to 40% higher levels of total hemoglobin mass (Hbmass) than untrained subjects (Kjellberg et al., 1949). Hbmass strongly correlates with maximal oxygen uptake in endurance national team athletes (Schmidt and Prommer, 2008), and there is a strong correlation between Hbmass and endurance performance, even in groups of highly-trained endurance athletes (Hauser et al., 2018; Zelenkova et al., 2019b). Several studies (Wehrlin and Marti, 2006; Wehrlin et al., 2006; Hauser et al., 2016, 2017) have demonstrated that Hbmass in elite athletes increases temporarily with altitude training, but the variation of Hbmass over a training season is minimal (Garvican et al., 2010). In addition, long-term endurance training (without altitude training) in elite athletes does not increase Hbmass (Wehrlin et al., 2016) and Hbmass in elite endurance athletes remains constant over many years (Wehrlin et al., 2016). Therefore, the high Hbmass of elite athletes is more likely to originate from a specific genetic predisposition than from endurance training (Bouchard et al., 1999; Steiner et al., 2019). We previously hypothesized that we could measure Hbmass in endurance athletes at age 16 to identify talent for endurance disciplines. In the first study (Steiner and Wehrlin, 2011), we compared cross-sectional data of Hbmass in cross-country skiers and triathletes at age 16 with Hbmass in national team athletes at ages 19 and 28 elite national team athletes. While the Hbmass measurements at ages 19 and 28 were similarly high, at age 16, athletes had 30% lower values, which did not differ from their age-matched untrained controls (Steiner and Wehrlin, 2011). Therefore, we hypothesized that Hbmass increases with endurance training in adolescents between ages 16 and 19 (Steiner and Wehrlin, 2011). In a follow-up longitudinal study, we continued our Hbmass measurements at age 16 athletes and controls for an additional 3 years (Steiner et al., 2019). Contrary to our hypothesis, there was no difference in the level of body weight related Hbmass between athletes and those in the control group at ages 16 and 19. Furthermore, Hbmass increased to the same extent in the endurance athlete group as in the untrained control group, and there was no correlation between the amount of endurance training and the increase in Hbmass (Steiner et al., 2019). Interestingly, there was a wide range in the Hbmass level at ages 16 and 19, and the level of Hbmass at age 16 was an important predictor for Hbmass and performance at age 19 (Steiner et al., 2019).

However, at age 19, it was not clear which of the athletes were going to be successful in transition to the national team and if a high Hbmass was a possible prerequisite. The aim of this brief report was to analyze how many athletes between ages 16–19 were still members of the Swiss national team at age 25, how many terminated their career, and if Hbmass at ages 16 and 19 was different between these two groups.

Methods

Study Design

Six years after the last Hbmass measurement of the athletes at age 19 (Steiner et al., 2019) when the endurance athletes were at age 25, we analyzed which of the 10 cross-country skiers and triathletes were members of the Swiss national team (NT group) and which athletes had terminated their career (TC group). We then retrospectively compared the Hbmass of both groups at ages 16 and 19.

Subjects

Ten male adolescent endurance athletes (five cross-country skiers and five triathletes) participated in the study. Since no junior national teams exist at age 16 cross-country skiers or triathletes, the inclusion criterion for athletes was a national top 15 overall ranking in either cross-country skiing or triathlon in the season preceding the study period. There was no difference in anthropometric data between the NT and the TC groups.

Ethics Statement

The study was approved by the Regional Ethic Committee in Berne, Switzerland, and was carried out according to the recommendations of the Helsinki Declaration. All subjects and parents gave their written consent prior to any testing.

Determination of Hbmass

The method is described in detail in the original paper (Steiner et al., 2019). In summary, the athletes and controls inhaled a bolus of pure CO (CO-doses were determined to be 1.2 mL·kg−1). Before inhalation, as well as 6 and 8 min after inhalation, capillary blood samples (35 μL) were taken from the participants' earlobe and analyzed for percent carboxyhemoglobin (HbCO) using a diode array spectrophotometer (ABL 800flex, Radiometer A/S, Copenhagen, Denmark). All CO-rebreathing procedures were conducted by the same experienced investigator to avoid inter-tester variability. Our laboratory observed a typical error between 1.1 and 1.4% from duplicate measurements of Hbmass through the described method (Naef et al., 2015).

Data Analysis

Hbmass, anthropometric and training characteristics of the NT and TC groups were presented as the mean ± standard deviation (SD). After passing a normality test (Shapiro-Wilk) and an equal variance test (Brown-Forsyth), differences in Hbmass between the NT and TC groups at ages 16 and 19 were calculated with the Student's t-test. Effect sizes were calculated after Cohen (Cohen, 1988).

Results

At age 25, two athletes were members of the national team (NT group) and eight athletes had terminated their career (TC group). Mean absolute, body weight-, and lean body mass (LBM) related Hbmass at age 16 were 833 ± 61 g, 13.7 ± 0.2 g/kg and 14.2 ± 0.2 g/kg LBM in the NT group and 742 ± 83 g, 12.2 ± 0.7 g/kg and 12.8 ± 0.8 g/kg LBM in the TC group. At age 19, Hbmass was 1,042 ± 89 g, 14.6 ± 0.2 g/kg and 15.4 ± 0.2 g/kg LBM in the NT group and 863 ± 109 g, 12.7 ± 1.1 g/kg and 13.5 ± 1.1 in the TC group. Body weight- and lean body mass related Hbmass were higher in the NT group than in the TC group at both ages 16 and 19 (p < 0.05) and the difference of the groups showed a large effect size (>0.8). Figure 1 shows individual data of all athletes as well as the mean ± SD of the NT and TC groups at and between ages 16 and 19. Table 1 shows anthropometric and training characteristics of both group. There was no difference between groups.

FIGURE 1
www.frontiersin.org

Figure 1. Development of body weight related hemoglobin mass (Hbmass) in the national team (NT) group and the terminated career (TC) group during adolescence (ages 16 to 19).

TABLE 1
www.frontiersin.org

Table 1. Characteristics of the NT (n = 2) and TC (n = 8) group at age 16 and 19 years.

Discussion and Conclusion

The main finding of this brief research report is that the mean body weight related Hbmass in the NT group at age 16 was remarkably 1.5 g/kg higher than that in the TC group (1.9 g/kg higher at age 19; Figure 1). Furthermore, body weight related Hbmass values of the NT group reached 13.7 g/kg at age 16 and 14.6 g/kg at age 19. These measurements were very similar to those observed in previous investigations with juniors at age 19 (14.2 g/kg) and national team athletes at age 28 (14.6 g/kg) cross-country skiers and triathletes (Steiner and Wehrlin, 2011). Even though, on average, body weight-related Hbmass increased by ~0.3 g/kg per year between ages 16 and 19, for future elite national team athletes, Hbmass levels of 13.5–14 g/kg at age 16 seem to be a prerequisite to transition to national team at age 25.

We think that a Hbmass level of 14–15 g/kg at age 28 is needed to be a member of a national team in endurance disciplines (Steiner and Wehrlin, 2011). This finding is supported by the fact that Hbmass values from other countries elite male cross-country skiing and triathlon national teams, as well as athletes from other endurance sports, are reported to be about 14–15 g/kg (Heinicke et al., 2001; Wehrlin and Marti, 2006; Gore et al., 2013; Zelenkova et al., 2019a). Mean body weight related Hbmass at age 16 was lower in the NT and TC compared to the Hbmass at ages 19 and 28 (Steiner et al., 2019), which seems to be due to the fact that only two to three athletes per year have the potential to make it to the national team in cross-country skiing and triathlon. Whereas the athletes at ages 19 and 28 (Steiner et al., 2019) consisted of several age cohorts, our athletes at age 16 (NT and TC) consisted of only a 1 year cohort. This means that this group was comprised of physiologically less-talented athletes, which lowered the mean body weight related Hbmass.

However, it is important to note that a high body weight related Hbmass is not the only factor related to national team membership at an adult age. While the level of body weight related Hbmass seems to be likely a prerequisite, it is not a guarantee for later national team membership. Other important factors like a high VO2max (and every aspect of oxygen transport), the ability to utilize a high fraction of VO2max, a high energy availability, a high anaerobic power, a high efficiency, a high speed capacity and strength in connection with movement specific exercise, play an important role as well (Sandbakk and Holmberg, 2017). It also needs to be emphasized, that this short report suffer from several limitations: The first point is, that we have a very low n (n = 2) in the NT group. Results could therefore have been biased by false positive or negative results and other confounding factors. It is also important to mention, that there could be potential differences in the physiological demands between triathlon and cross-country skiers athletes. However, our longitudinal study (Steiner et al., 2019) suggested, that Hbmass at age 16 is an important predictor for Hbmass at age 19. With this additional analysis of national team membership at age 25, we now can further suggest, that a high Hbmass (13.5–14 g/kg) at age 16 could be an important prerequisite for future national team membership at age 28 in endurance disciplines. However, further multi–centric longitudinal studies (merging data from different national training centers) would provide larger sample size for such interesting retrospective talent identification analysis/modeling.

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 Kantonale Ethikkommission Kanton Bern. Written informed consent to participate in this study was provided by the participants' legal guardian/next of kin.

Author Contributions

JW and TS designed the study, performed the data handling, the interpretation of the data, and the statistical analyses. TS collected the data, contributed to the writing of the manuscript, and designed the figure. JW drafted the manuscript. All authors contributed to the article and approved the submitted version.

Funding

This study was financially supported by the Federal Council of Sports and the Swiss Federal Institute of Sport in Switzerland.

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.

Acknowledgments

The authors thank all the participants for their participation. We thank Beat Müller and Nicole Naef for their assistance in the laboratory. The results of the study are presented clearly, honestly, and without fabrication, falsification, or inappropriate data manipulation.

References

Bouchard, C., An, P., Rice, T., Skinner, J. S., Wilmore, J. H., Gagnon, J., et al. (1999). Familial aggregation of VO2max response to exercise training: results from the HERITAGE study. J. Appl. Physiol. 87, 1003–1008. doi: 10.1152/jappl.1999.87.3.1003

CrossRef Full Text | Google Scholar

Cohen, J. (1988). Statistical Power Analysis for the Behavioral Sciences. Hillsdale, NJ: L. Erlbaum Associates.

PubMed Abstract | Google Scholar

Garvican, L. A., Martin, D. T., Mcdonald, W., and Gore, C. J. (2010). Seasonal variation of haemoglobin mass in internationally competitive female road cyclists. Eur. J. Appl. Physiol. 109, 221–231. doi: 10.1007/s00421-009-1349-2

PubMed Abstract | CrossRef Full Text | Google Scholar

Gore, C. J., Sharpe, K., Garvican-Lewis, L. A., Saunders, P. U., Humberstone, C. E., Robertson, E. Y., et al. (2013). Altitude training and haemoglobin mass from the optimised carbon monoxide rebreathing method determined by a meta-analysis. Br. J. Sports Med. 47(Suppl. 1), i31–39. doi: 10.1136/bjsports-2013-092840

PubMed Abstract | CrossRef Full Text | Google Scholar

Hauser, A., Schmitt, L., Troesch, S., Saugy, J. J., Cejuela-Anta, R., Faiss, R., et al. (2016). Similar hemoglobin mass response in hypobaric and normobaric hypoxia in athletes. Med. Sci. Sports Exerc./ 48, 734–741. doi: 10.1249/MSS.0000000000000808

PubMed Abstract | CrossRef Full Text | Google Scholar

Hauser, A., Troesch, S., Saugy, J. J., Schmitt, L., Cejuela-Anta, R., Faiss, R., et al. (2017). Individual hemoglobin mass response to normobaric and hypobaric “live high-train low”: a one-year crossover study. J. Appl. Physiol. 123, 387–393. doi: 10.1152/japplphysiol.00932.2016

PubMed Abstract | CrossRef Full Text | Google Scholar

Hauser, A., Troesch, S., Steiner, T., Brocherie, F., Girard, O., Saugy, J. J., et al. (2018). Do male athletes with already high initial haemoglobin mass benefit from “live high-train low” altitude training? Exp. Physiol. 103, 68–76. doi: 10.1113/EP086590

PubMed Abstract | 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

Kjellberg, S. R., Rudhe, U., and Sjostrand, T. (1949). Increase in the amount of Hb and blood volumne in connection with physical training. Acta Physiol. Scand. 19, 147–151. doi: 10.1111/j.1748-1716.1949.tb00146.x

CrossRef Full Text | Google Scholar

Naef, N., Steiner, T., and Wehrlin, J. P. (2015). Replicate measurements of haemoglobin mass during a single day are feasible and precise. Int. J. Sports Med. 36, e19–e23. doi: 10.1055/s-0034-1398583

PubMed Abstract | CrossRef Full Text | Google Scholar

Sandbakk, Ø., and Holmberg, H. C. (2017). Physiological capacity and training routines of elite cross-country skiers: approaching the upper limits of human endurance. Int. J. Sports Physiol. Perform. 12, 1003–1011. doi: 10.1123/ijspp.2016-0749

PubMed Abstract | CrossRef Full Text | Google Scholar

Schmidt, W., and Prommer, N. (2008). Effects of various training modalities on blood volume. Scand. J. Med. Sci. Sports 18, 57–69. doi: 10.1111/j.1600-0838.2008.00833.x

PubMed Abstract | CrossRef Full Text | Google Scholar

Steiner, T., Maier, T., and Wehrlin, J. P. (2019). Effect of endurance training on hemoglobin mass and V O2max in male adolescent athletes. Med. Sci. Sports Exerc. 51, 912–919. doi: 10.1249/MSS.0000000000001867

PubMed Abstract | CrossRef Full Text | Google Scholar

Steiner, T., and Wehrlin, J. P. (2011). Does hemoglobin mass increase from age 16 to 21 and 28 in elite endurance athletes? Med. Sci. Sports Exerc. 43, 1735–1743. doi: 10.1249/MSS.0b013e3182118760

PubMed Abstract | CrossRef Full Text | Google Scholar

Wehrlin, J. P., and Marti, B. (2006). Live high-train low associated with increased haemoglobin mass as preparation for the 2003 World Championships in two native European world class runners. Br. J. Sports Med. 40:e3. doi: 10.1136/bjsm.2005.019729

PubMed Abstract | CrossRef Full Text | Google Scholar

Wehrlin, J. P., Marti, B., and Hallen, J. (2016). Hemoglobin mass and aerobic performance at moderate altitude in elite athletes. Adv. Exp. Med. Biol. 903, 357–374. doi: 10.1007/978-1-4899-7678-9_24

PubMed Abstract | CrossRef Full Text | Google Scholar

Wehrlin, J. P., Zuest, P., Hallen, J., and Marti, B. (2006). Live high-train low for 24 days increases hemoglobin mass and red cell volume in elite endurance athletes. J. Appl. Physiol. 100, 1938–1945. doi: 10.1152/japplphysiol.01284.2005

PubMed Abstract | CrossRef Full Text | Google Scholar

Zelenkova, I., Zotkin, S., Korneev, P., Koprov, S., and Grushin, A. (2019a). Comprehensive overview of hemoglobin mass and blood volume in elite athletes across a wide range of different sporting disciplines. J. Sports Med. Phys. Fitness 59, 179–186. doi: 10.23736/S0022-4707.18.08018-0

PubMed Abstract | CrossRef Full Text | Google Scholar

Zelenkova, I. E., Zotkin, S. V., Korneev, P. V., Koprov, S. V., and Grushin, A. A. (2019b). 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: blood volume, CO-rebreathing, talent identification, adolescents, maturation

Citation: Wehrlin JP and Steiner T (2021) Is Hemoglobin Mass at Age 16 a Predictor for National Team Membership at Age 25 in Cross-Country Skiers and Triathletes? Front. Sports Act. Living 3:580486. doi: 10.3389/fspor.2021.580486

Received: 06 July 2020; Accepted: 18 February 2021;
Published: 15 March 2021.

Edited by:

Gregoire P. Millet, University of Lausanne, Switzerland

Reviewed by:

Walter F. J. Schmidt, University of Bayreuth, Germany
Franck Brocherie, Institut national du sport, de l'expertise et de la performance (INSEP), France

Copyright © 2021 Wehrlin and Steiner. 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: Jon Peter Wehrlin, jon.wehrlin@baspo.admin.ch

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.