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Mancera-Soto E, Garzon M, Comtois AS, Millet GP. Effects of the Birthplace Altitude and Training Volume on Hematological Characteristics in Youth and Junior Male Colombian Cyclists. Int J Sports Physiol Perform 2025; 20:17-22. [PMID: 39322215 DOI: 10.1123/ijspp.2024-0166] [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: 04/19/2024] [Revised: 07/06/2024] [Accepted: 07/26/2024] [Indexed: 09/27/2024]
Abstract
PURPOSE The long-term development of talent in endurance sports is a topic of interest. Among various factors, the importance of total hemoglobin mass (tHbmass) and the potential benefits of being an altitude-native athlete remain unclear, particularly in young categories. This study aimed to investigate the impact of altitude and training content on hematological characteristics by comparing young male cyclists age 15-16 and 17-18 years who were born and trained at a moderate altitude (ie, greater than or equal to 2500 m; MA) and cyclists who were born and trained at low altitude (below 1000 m; LA). METHODS tHbmass (in grams and grams per kilogram), measured by using the optimized carbon monoxide rebreathing method during an incremental test on a cycle ergometer; hematocrit percentage, hemoglobin concentration; and erythrocyte, blood, and plasma volume were measured in youth male cyclists age 15-16 years and junior cyclists age 17-18 years who were born and trained at MA versus LA. All variables were analyzed with a 2-way (age [youth cyclist vs junior cyclist] × altitude level [MA vs LA]) analysis of variance with subsequent Tuckey post hoc test. RESULTS AND CONCLUSION Some altitude-induced benefits were reported in cyclists at age 15-16 years in the MA group with higher values in hematocrit percentage, hemoglobin concentration, and tHbmass (grams per kilogram) (P < .05) than their LA counterparts. This was also observed at age 17-18 years (P < .001), except for tHbmass, wherein no significant difference was found between MA and LA groups. In contrast, plasma volume was lower in MA than LA junior cyclists. NEW FINDINGS (1) The altitude of birth and residence could generate an advantage in tHbmass in young male cyclists age 15-16 and 17-18 years who train at MA compared with cyclists who are born and train at LA. (2) Altitude-induced benefits in physiological variables (hematocrit percentage, hemoglobin concentration, tHbmass in g·kg-1) were reported in cyclists at age 15-16 years and partially at age 17-18 years. In contrast, plasma volume was lower in MA than in LA junior cyclists. This may impact the strategies for identifying and developing talent in cycling.
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Affiliation(s)
- Erica Mancera-Soto
- Departamento del Movimiento Corporal Humano, Facultad de Medicina, Universidad Nacional de Colombia, Bogotá, Colombia
| | - Mauricio Garzon
- Department of Physical Activity Sciences, University of Quebec in Montreal, Montreal, QC, Canada
| | - Alain S Comtois
- Department of Physical Activity Sciences, University of Quebec in Montreal, Montreal, QC, Canada
| | - Grégoire P Millet
- Institute of Sport Sciences, University of Lausanne, Lausanne, Switzerland
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2
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Yang Q, Xu W, Sun X, Chen Q, Niu B. The Application of Machine Learning in Doping Detection. J Chem Inf Model 2024; 64:8673-8683. [PMID: 39574320 DOI: 10.1021/acs.jcim.4c01234] [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] [Indexed: 12/10/2024]
Abstract
Detecting doping agents in sports poses a significant challenge due to the continuous emergence of new prohibited substances and methods. Traditional detection methods primarily rely on targeted analysis, which is often labor-intensive and is susceptible to errors. In response, machine learning offers a transformative approach to enhancing doping screening and detection. With its powerful data analysis capabilities, machine learning enables the rapid identification of patterns and features in complex compound data, increasing both the efficiency and the accuracy of detection. Moreover, when integrated with nontargeted metabolomics, machine learning can predict unknown metabolites, aiding the discovery of long-lasting biomarkers of doping. It also excels in classifying novel compounds, thereby reducing false-negative rates. As instrumental analysis and machine learning technologies continue to advance, the development of rapid, scalable, and highly efficient doping detection methods becomes increasingly feasible, supporting the pursuit of fairness and integrity in sports competitions.
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Affiliation(s)
- Qingqing Yang
- School of Life Sciences, Shanghai University, Shanghai, 200444, China
| | - Wennuo Xu
- School of Life Sciences, Shanghai University, Shanghai, 200444, China
| | - Xiaodong Sun
- School of Life Sciences, Shanghai University, Shanghai, 200444, China
| | - Qin Chen
- School of Life Sciences, Shanghai University, Shanghai, 200444, China
| | - Bing Niu
- School of Life Sciences, Shanghai University, Shanghai, 200444, China
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3
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Plumb JOM, Otto JM, Kumar SB, Bali S, Wakatsuki M, Schmidt WFJ, Montgomery HE, Grocott MPW, Levett DZ. Cardiopulmonary exercise testing before and after intravenous iron in preoperative patients: a prospective clinical study. Perioper Med (Lond) 2023; 12:31. [PMID: 37400931 DOI: 10.1186/s13741-023-00319-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/23/2022] [Accepted: 06/16/2023] [Indexed: 07/05/2023] Open
Abstract
BACKGROUND Anemia is associated with impaired physical performance and adverse perioperative outcomes. Iron-deficiency anemia is increasingly treated with intravenous iron before elective surgery. We explored the relationship between exercise capacity, anemia, and total hemoglobin mass (tHb-mass) and the response to intravenous iron in anemic patients prior to surgery. METHODS A prospective clinical study was undertaken in patients having routine cardiopulmonary exercise testing (CPET) with a hemoglobin concentration ([Hb]) < 130 g.l-1 and iron deficiency/depletion. Patients underwent CPET and tHb-mass measurements before and a minimum of 14 days after receiving intravenous (i.v.) Ferric derisomaltose (Monofer®) at the baseline visit. Comparative analysis of hematological and CPET variables was performed pre and post-iron treatment. RESULTS Twenty-six subjects were recruited, of whom 6 withdrew prior to study completion. The remaining 20 (9 [45%] male; mean ± SD age 68 ± 10 years) were assessed 25 ± 7 days between baseline and the final visit. Following i.v. iron, increases were seen in [Hb] (mean ± SD) from 109 ± 14 to 116 ± 12 g l-1 (mean rise 6.4% or 7.3 g l-1, p = < 0.0001, 95% CI 4.5-10.1); tHb-mass from 497 ± 134 to 546 ± 139 g (mean rise 9.3% or 49 g, p = < 0.0001, 95% CI 29.4-69.2). Oxygen consumption at anerobic threshold ([Formula: see text] O2 AT) did not change (9.1 ± 1.7 to 9.8 ± 2.5 ml kg-1 min-1, p = 0.09, 95% CI - 0.13 - 1.3). Peak oxygen consumption ([Formula: see text] O2 peak) increased from 15.2 ± 4.1 to 16 ± 4.4 ml.kg.-1 min-1, p = 0.02, 95% CI 0.2-1.8) and peak work rate increased from 93 [67-112] watts to 96 [68-122] watts (p = 0.02, 95% CI 1.3-10.8). CONCLUSION Preoperative administration of intravenous iron to iron-deficient/deplete anemic patients is associated with increases in [Hb], tHb-mass, peak oxygen consumption, and peak work rate. Further appropriately powered prospective studies are required to ascertain whether improvements in tHb-mass and performance in turn lead to reductions in perioperative morbidity. TRIAL REGISTRATION ClinicalTrials.gov identifier: NCT 033 46213.
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Affiliation(s)
- James O M Plumb
- Perioperative and Critical Care Theme, NIHR Southampton Biomedical Research Centre, University Hospital Southampton NHS Foundation Trust/University of Southampton, Southampton, UK.
- Centre for Human Integrative Physiology, Faculty of Medicine, University of Southampton, Southampton, UK.
- Anaesthesia and Critical Care Research Unit, University Hospital Southampton NHSFT, Southampton, UK.
- Shackleton Department of Anaesthesia, University Hospital Southampton NHSFT, Southampton, UK.
| | - James M Otto
- Perioperative and Critical Care Theme, NIHR Southampton Biomedical Research Centre, University Hospital Southampton NHS Foundation Trust/University of Southampton, Southampton, UK
- Centre for Human Integrative Physiology, Faculty of Medicine, University of Southampton, Southampton, UK
- Anaesthesia and Critical Care Research Unit, University Hospital Southampton NHSFT, Southampton, UK
- Shackleton Department of Anaesthesia, University Hospital Southampton NHSFT, Southampton, UK
| | - Shriya B Kumar
- Perioperative and Critical Care Theme, NIHR Southampton Biomedical Research Centre, University Hospital Southampton NHS Foundation Trust/University of Southampton, Southampton, UK
| | - Sitara Bali
- Perioperative and Critical Care Theme, NIHR Southampton Biomedical Research Centre, University Hospital Southampton NHS Foundation Trust/University of Southampton, Southampton, UK
| | - Mai Wakatsuki
- Shackleton Department of Anaesthesia, University Hospital Southampton NHSFT, Southampton, UK
| | - Walter F J Schmidt
- Department of, Sports Medicine/Sports Physiology, University of Bayreuth, Bayreuth, Germany
| | - Hugh E Montgomery
- Centre for Human Health and Performance/Institute of Sport, Exercise and Health, University College London, London, UK
- NIHR University College London Hospitals Biomedical Research Centre, London, UK
| | - Michael P W Grocott
- Perioperative and Critical Care Theme, NIHR Southampton Biomedical Research Centre, University Hospital Southampton NHS Foundation Trust/University of Southampton, Southampton, UK
- Centre for Human Integrative Physiology, Faculty of Medicine, University of Southampton, Southampton, UK
- Anaesthesia and Critical Care Research Unit, University Hospital Southampton NHSFT, Southampton, UK
- Shackleton Department of Anaesthesia, University Hospital Southampton NHSFT, Southampton, UK
- Department of Anesthesiology, Duke University School of Medicine, Durham, NC, USA
| | - Denny Z Levett
- Perioperative and Critical Care Theme, NIHR Southampton Biomedical Research Centre, University Hospital Southampton NHS Foundation Trust/University of Southampton, Southampton, UK
- Centre for Human Integrative Physiology, Faculty of Medicine, University of Southampton, Southampton, UK
- Anaesthesia and Critical Care Research Unit, University Hospital Southampton NHSFT, Southampton, UK
- Shackleton Department of Anaesthesia, University Hospital Southampton NHSFT, Southampton, UK
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4
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Jolicoeur Desroches A, Goulet EDB. Is a sub 7-h Ironman TM possible? Front Sports Act Living 2022; 4:866599. [PMID: 36091871 PMCID: PMC9453846 DOI: 10.3389/fspor.2022.866599] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2022] [Accepted: 07/19/2022] [Indexed: 12/03/2022] Open
Affiliation(s)
| | - Eric D. B. Goulet
- Faculty of physical activity sciences, University of Sherbrooke, Sherbrooke, QC, Canada
- Research Centre on Aging, University of Sherbrooke, Sherbrooke, QC, Canada
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5
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Saugy JJ, Schmoutz T, Botrè F. Altitude and Erythropoietin: Comparative Evaluation of Their Impact on Key Parameters of the Athlete Biological Passport: A Review. Front Sports Act Living 2022; 4:864532. [PMID: 35847455 PMCID: PMC9282833 DOI: 10.3389/fspor.2022.864532] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/28/2022] [Accepted: 05/30/2022] [Indexed: 11/13/2022] Open
Abstract
The hematological module of the Athlete's Biological Passport (ABP) identifies doping methods and/or substances used to increase the blood's capacity to transport or deliver oxygen to the tissues. Recombinant human erythropoietin (rhEPOs) are doping substances known to boost the production of red blood cells and might have an effect on the blood biomarkers of the ABP. However, hypoxic exposure influences these biomarkers similarly to rhEPOs. This analogous impact complicates the ABP profiles' interpretation by antidoping experts. The present study aimed to collect and identify, through a literature search, the physiological effects on ABP blood biomarkers induced by these external factors. A total of 43 studies were selected for this review. A positive correlation (R2 = 0.605, r = 0.778, p < 0.001) was identified between the hypoxic dose and the increase in hemoglobin concentration (HGB) percentage. In addition, the change in the reticulocyte percentage (RET%) has been identified as one of the most sensitive parameters to rhEPO use. The mean effects of rhEPO on blood parameters were greater than those induced by hypoxic exposure (1.7 times higher for HGB and RET% and 4 times higher for hemoglobin mass). However, rhEPO micro-doses have shown effects that are hardly distinguishable from those identified after hypoxic exposure. The results of the literature search allowed to identify temporal and quantitative evolution of blood parameters in connection with different hypoxic exposure doses, as well as different rhEPOs doses. This might be considered to provide justified and well-documented interpretations of physiological changes in blood parameters of the Athlete Biological Passport.
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Affiliation(s)
- Jonas J. Saugy
- Institute of Sport Sciences, University of Lausanne (ISSUL), Lausanne, Switzerland
- Research and Expertise in anti-Doping Sciences (REDs), University of Lausanne, Lausanne, Switzerland
- *Correspondence: Jonas J. Saugy
| | - Tania Schmoutz
- Institute of Sport Sciences, University of Lausanne (ISSUL), Lausanne, Switzerland
| | - Francesco Botrè
- Institute of Sport Sciences, University of Lausanne (ISSUL), Lausanne, Switzerland
- Research and Expertise in anti-Doping Sciences (REDs), University of Lausanne, Lausanne, Switzerland
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6
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Krumm B, Faiss R. Factors Confounding the Athlete Biological Passport: A Systematic Narrative Review. SPORTS MEDICINE - OPEN 2021; 7:65. [PMID: 34524567 PMCID: PMC8443715 DOI: 10.1186/s40798-021-00356-0] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 02/08/2021] [Accepted: 08/28/2021] [Indexed: 11/10/2022]
Abstract
BACKGROUND Through longitudinal, individual and adaptive monitoring of blood biomarkers, the haematological module of the athlete biological passport (ABP) has become a valuable tool in anti-doping efforts. The composition of blood as a vector of oxygen in the human body varies in athletes with the influence of multiple intrinsic (genetic) or extrinsic (training or environmental conditions) factors. In this context, it is fundamental to establish a comprehensive understanding of the various causes that may affect blood variables and thereby alter a fair interpretation of ABP profiles. METHODS This literature review described the potential factors confounding the ABP to outline influencing factors altering haematological profiles acutely or chronically. RESULTS Our investigation confirmed that natural variations in ABP variables appear relatively small, likely-at least in part-because of strong human homeostasis. Furthermore, the significant effects on haematological variations of environmental conditions (e.g. exposure to heat or hypoxia) remain debatable. The current ABP paradigm seems rather robust in view of the existing literature that aims to delineate adaptive individual limits. Nevertheless, its objective sensitivity may be further improved. CONCLUSIONS This narrative review contributes to disentangling the numerous confounding factors of the ABP to gather the available scientific evidence and help interpret individual athlete profiles.
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Affiliation(s)
- Bastien Krumm
- Institute of Sport Sciences, University of Lausanne, Lausanne, Switzerland
| | - Raphael Faiss
- Institute of Sport Sciences, University of Lausanne, Lausanne, Switzerland.
- Center of Research and Expertise in Anti-Doping Sciences - REDs, University of Lausanne, Lausanne, Switzerland.
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7
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Meylan CMP, Bowman K, Stellingwerff T, Pethick WA, Trewin J, Koehle MS. The Efficacy of Heat Acclimatization Pre-World Cup in Female Soccer Players. Front Sports Act Living 2021; 3:614370. [PMID: 34113844 PMCID: PMC8185056 DOI: 10.3389/fspor.2021.614370] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/05/2020] [Accepted: 04/06/2021] [Indexed: 11/25/2022] Open
Abstract
The efficacy of a 14-day field-based heat acclimatization (HA) training camp in 16 international female soccer players was investigated over three phases: phase 1: 8 days moderate HA (22. 1°C); phase 2: 6 days high HA (34.5°C); and phase 3: 11 days of post-HA (18.2°C), with heart rate (HR), training load, core temp (Tc), and perceptual ratings recorded throughout. The changes from baseline (day−16) in (i) plasma volume (PV), (ii) HR during a submaximal running test (HRex) and HR recovery (HRR), and (iii) pre-to-post phase 2 (days 8–13) in a 4v4 small-sided soccer game (4V4SSG) performance were assessed. Due to high variability, PV non-significantly increased by 7.4% ± 3.6% [standardized effect (SE) = 0.63; p = 0.130] from the start of phase 1 to the end of phase 2. Resting Tc dropped significantly [p < 0.001 by −0.47 ± 0.29°C (SE = −2.45)], from day 1 to day 14. Submaximal running HRR increased over phase 2 (HRR; SE = 0.53) after having decreased significantly from baseline (p = 0.03). While not significant (p > 0.05), the greatest HR improvements from baseline were delayed, occurring 11 days into phase 3 (HRex, SE = −0.42; HRR, SE = 0.37). The 4v4SSG revealed a moderate reduction in HRex (SE = −0.32; p = 0.007) and a large increase in HRR (SE = 1.27; p < 0.001) from pre-to-post phase 2. Field-based HA can induce physiological changes beneficial to soccer performance in temperate and hot conditions in elite females, and the submaximal running test appears to show HRex responses induced by HA up to 2 weeks following heat exposure.
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Affiliation(s)
- César M P Meylan
- Physical Performance Department, Canada Soccer, Ottawa, ON, Canada.,Division of Sports Medicine and School of Kinesiology, University of British Columbia, Vancouver, BC, Canada.,Canadian Sport Institute Pacific, Victoria, BC, Canada
| | - Kimberly Bowman
- Division of Sports Medicine and School of Kinesiology, University of British Columbia, Vancouver, BC, Canada
| | - Trent Stellingwerff
- Division of Sports Medicine and School of Kinesiology, University of British Columbia, Vancouver, BC, Canada.,Canadian Sport Institute Pacific, Victoria, BC, Canada
| | | | - Joshua Trewin
- Physical Performance Department, Canada Soccer, Ottawa, ON, Canada.,Sports Performance Research Institute New Zealand, Auckland University of Technology, Auckland, New Zealand
| | - Michael S Koehle
- Division of Sports Medicine and School of Kinesiology, University of British Columbia, Vancouver, BC, Canada
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8
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Astolfi T, Crettaz von Roten F, Kayser B, Saugy M, Faiss R. The Influence of Training Load on Hematological Athlete Biological Passport Variables in Elite Cyclists. Front Sports Act Living 2021; 3:618285. [PMID: 33817634 PMCID: PMC8012815 DOI: 10.3389/fspor.2021.618285] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/16/2020] [Accepted: 02/22/2021] [Indexed: 11/13/2022] Open
Abstract
The hematological module of the Athlete Biological Passport (ABP) is used in elite sport for antidoping purposes. Its aim is to better target athletes for testing and to indirectly detect blood doping. The ABP allows to monitor hematological variations in athletes using selected primary blood biomarkers [hemoglobin concentration (Hb) and reticulocyte percentage (Ret%)] with an adaptive Bayesian model to set individual upper and lower limits. If values fall outside the individual limits, an athlete may be further targeted and ultimately sanctioned. Since (Hb) varies with plasma volume (PV) fluctuations, possibly caused by training load changes, we investigated the putative influence of acute and chronic training load changes on the ABP variables. Monthly blood samples were collected over one year in 10 male elite cyclists (25.6 ± 3.4 years, 181 ± 4 cm, 71.3 ± 4.9 kg, 6.7 ± 0.8 W.kg-1 5-min maximal power output) to calculate individual ABP profiles and monitor hematological variables. Total hemoglobin mass (Hbmass) and PV were additionally measured by carbon monoxide rebreathing. Acute and chronic training loads-respectively 5 and 42 days before sampling-were calculated considering duration and intensity (training stress score, TSSTM). (Hb) averaged 14.2 ± 0.0 (mean ± SD) g.dL-1 (range: 13.3-15.5 g·dl-1) over the study with significant changes over time (P = 0.004). Hbmass was 1030 ± 87 g (range: 842-1116 g) with no significant variations over time (P = 0.118), whereas PV was 4309 ± 350 mL (range: 3,688-4,751 mL) with a time-effect observed over the study time (P = 0.014). Higher acute-but not chronic-training loads were associated with significantly decreased (Hb) (P <0.001). Although individual hematological variations were observed, all ABP variables remained within the individually calculated limits. Our results support that acute training load variations significantly affect (Hb), likely due to short-term PV fluctuations, underlining the importance of considering training load when interpreting individual ABP variations for anti-doping purposes.
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Affiliation(s)
- Tiffany Astolfi
- REDs, Research and Expertise in Anti-Doping Sciences, University of Lausanne, Lausanne, Switzerland.,ISSUL, Institute of Sport Sciences, University of Lausanne, Lausanne, Switzerland
| | | | - Bengt Kayser
- ISSUL, Institute of Sport Sciences, University of Lausanne, Lausanne, Switzerland
| | - Martial Saugy
- REDs, Research and Expertise in Anti-Doping Sciences, University of Lausanne, Lausanne, Switzerland.,ISSUL, Institute of Sport Sciences, University of Lausanne, Lausanne, Switzerland
| | - Raphael Faiss
- REDs, Research and Expertise in Anti-Doping Sciences, University of Lausanne, Lausanne, Switzerland.,ISSUL, Institute of Sport Sciences, University of Lausanne, Lausanne, Switzerland
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9
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Timmer TC, de Groot R, Rijnhart JJ, Lakerveld J, Brug J, Perenboom CW, Baart AM, Prinsze FJ, Zalpuri S, van der Schoot CE, de Kort WL, van den Hurk K. Dietary intake of heme iron is associated with ferritin and hemoglobin levels in Dutch blood donors: results from Donor InSight. Haematologica 2020; 105:2400-2406. [PMID: 33054080 PMCID: PMC7556674 DOI: 10.3324/haematol.2019.229450] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/13/2019] [Accepted: 11/12/2019] [Indexed: 11/25/2022] Open
Abstract
Whole blood donors, especially frequently donating donors, have a risk of iron deficiency and low hemoglobin levels, which may affect their health and eligibility to donate. Lifestyle behaviors, such as dietary iron intake and physical activity, may influence iron stores and thereby hemoglobin levels. We aimed to investigate whether dietary iron intake and questionnaire-based moderate-to-vigorous physical activity were associated with hemoglobin levels, and whether ferritin levels mediated these associations. In Donor InSight-III, a Dutch cohort study of blood and plasma donors, data on heme and non-heme iron intake (mg/day), moderate-to-vigorous physical activity (10 minutes/day), hemoglobin levels (mmol/L) and ferritin levels (μg/L) were available in 2,323 donors (1,074 male). Donors with higher heme iron intakes (regression coefficients (β) in men and women: 0.160 and 0.065 mmol/L higher hemoglobin per 1 mg of heme iron, respectively) and lower non-heme iron intakes (β: -0.014 and -0.017, respectively) had higher hemoglobin levels, adjusted for relevant confounders. Ferritin levels mediated these associations (indirect effect (95% confidence interval) in men and women respectively: 0.074 (0.045; 0.111) and 0.061 (0.030; 0.096) for heme and -0.003 (-0.008;0.001) and -0.008 (-0.013;-0.003) for non-heme). Moderate-to-vigorous physical activity was negatively associated with hemoglobin levels in men only (β: -0.005), but not mediated by ferritin levels. In conclusion, higher heme and lower non-heme iron intake were associated with higher hemoglobin levels in donors, via higher ferritin levels. This indicates that donors with high heme iron intake may be more capable of maintaining iron stores to recover hemoglobin levels after blood donation.
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Affiliation(s)
- Tiffany C. Timmer
- Sanquin Research, Department of Donor Medicine Research - Donor Studies, Amsterdam
- Amsterdam UMC, University of Amsterdam, Department of Public Health, Amsterdam Public Health, Amsterdam
- Landsteiner Laboratory, Amsterdam UMC, University of Amsterdam, Amsterdam
| | - Rosa de Groot
- Sanquin Research, Department of Donor Medicine Research - Donor Studies, Amsterdam
- Amsterdam UMC, Location VU University Medical Center, Department of Epidemiology and Biostatistics, Amsterdam Public Health Research Institute, Amsterdam
| | - Judith J.M. Rijnhart
- Amsterdam UMC, Location VU University Medical Center, Department of Epidemiology and Biostatistics, Amsterdam Public Health Research Institute, Amsterdam
| | - Jeroen Lakerveld
- Amsterdam UMC, Location VU University Medical Center, Department of Epidemiology and Biostatistics, Amsterdam Public Health Research Institute, Amsterdam
| | - Johannes Brug
- National Institute for Public Health and the Environment, Bilthoven
- University of Amsterdam, Amsterdam School of Communication Research (ASCoR), Amsterdam
| | - Corine W.M. Perenboom
- Wageningen University and Research, Division of Human Nutrition and Health, Wageningen
| | - A. Mireille Baart
- Wageningen University and Research, Division of Human Nutrition and Health, Wageningen
| | - Femmeke J. Prinsze
- Sanquin Research, Department of Donor Medicine Research - Donor Studies, Amsterdam
| | - Saurabh Zalpuri
- Sanquin Research, Department of Donor Medicine Research - Donor Studies, Amsterdam
| | - C. Ellen van der Schoot
- Landsteiner Laboratory, Amsterdam UMC, University of Amsterdam, Amsterdam
- Sanquin Research, Department of Experimental Immunohematology, Amsterdam, the Netherlands
| | - Wim L.A.M. de Kort
- Sanquin Research, Department of Donor Medicine Research - Donor Studies, Amsterdam
- Amsterdam UMC, University of Amsterdam, Department of Public Health, Amsterdam Public Health, Amsterdam
| | - Katja van den Hurk
- Sanquin Research, Department of Donor Medicine Research - Donor Studies, Amsterdam
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10
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Garvican‐Lewis LA, Lobigs LM, Equey T, Goebel C, Agon V, McCowan A, Speers N, Schumacher YO. A multi‐parametric approach to remove the influence of plasma volume on the athlete biological passport during a Union Cycliste Internationale cycling stage race. Drug Test Anal 2020; 12:1252-1263. [DOI: 10.1002/dta.2878] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/12/2020] [Revised: 06/09/2020] [Accepted: 06/09/2020] [Indexed: 02/04/2023]
Affiliation(s)
- Laura A. Garvican‐Lewis
- Mary Mackillop Institute for Health Research Australian Catholic University Melbourne Australia
- Nutrition Strategy Australian Institute of Sport Canberra Australia
| | - Louisa M. Lobigs
- Nutrition Strategy Australian Institute of Sport Canberra Australia
| | | | - Catrin Goebel
- Australian Sports Drug Testing Laboratory National Measurement Institute Sydney Australia
| | - Vanessa Agon
- Australian Sports Drug Testing Laboratory National Measurement Institute Sydney Australia
| | - Andrew McCowan
- Australian Sports Anti‐doping Authority Canberra Australia
| | - Naomi Speers
- Australian Sports Anti‐doping Authority Canberra Australia
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11
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Krzywański J, Mikulski T, Pokrywka A, Młyńczak M, Krysztofiak H, Frączek B, Ziemba A. Vitamin B 12 Status and Optimal Range for Hemoglobin Formation in Elite Athletes. Nutrients 2020; 12:nu12041038. [PMID: 32283824 PMCID: PMC7230602 DOI: 10.3390/nu12041038] [Citation(s) in RCA: 17] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/04/2020] [Revised: 04/02/2020] [Accepted: 04/03/2020] [Indexed: 12/19/2022] Open
Abstract
Background: Athletes and coaches believe in the ergogenic effect of vitamin B12 (which results from enhanced erythropoiesis) and they often insist on its unjustified supplementation. Therefore, our study aimed to assess the vitamin B12 status in Polish elite athletes and its influence on red blood cell parameters. Methods: In total, 1131 blood samples were collected during six years from 243 track and field athletes divided into strength and endurance groups, as well as according to the declared use of vitamin B12 injections. Results: An average vitamin B12 concentration in all subjects was 739 ± 13 pg/mL, with no cases of deficiency. A weak but significant relationship was found between vitamin B12 and hemoglobin concentrations. A significant increase in hemoglobin appeared from very low vitamin B12 concentration and up to approx. 400 pg/mL, while hemoglobin did not significantly change from 700 pg/mL and onwards. Vitamin B12 injections were used by 34% of athletes, significantly more often by endurance than by strength athletes. In athletes who declared no use of injections, a higher concentration of vitamin B12 was observed in the endurance group. Conclusion: The main finding of the present study is the determination of the range of vitamin B12 concentration which may favor better hemoglobin synthesis in athletes. They should regularly monitor vitamin B12 concentration and maintain the range of 400–700 pg/mL as it may improve red blood cell parameters. We might suggest application of a supplementation if necessary. Special attention is required in athletes with a vitamin B12 concentration below 400 pg/mL.
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Affiliation(s)
- Jarosław Krzywański
- National Centre for Sports Medicine, Żwirki i Wigury 63A, 02-091 Warsaw, Poland; (J.K.); (H.K.)
| | - Tomasz Mikulski
- Mossakowski Medical Research Centre, Polish Academy of Sciences, Adolfa Pawińskiego 5, 02-106 Warsaw, Poland;
| | - Andrzej Pokrywka
- Department of Biochemistry and Pharmacogenomics, Faculty of Pharmacy, Medical University of Warsaw, Banacha 1, 02-097 Warsaw, Poland;
| | - Marcel Młyńczak
- Institute of Metrology and Biomedical Engineering, Faculty of Mechatronics, Warsaw University of Technology, św. Andrzeja Boboli 8, 02-525 Warsaw, Poland;
| | - Hubert Krysztofiak
- National Centre for Sports Medicine, Żwirki i Wigury 63A, 02-091 Warsaw, Poland; (J.K.); (H.K.)
- Mossakowski Medical Research Centre, Polish Academy of Sciences, Adolfa Pawińskiego 5, 02-106 Warsaw, Poland;
| | - Barbara Frączek
- Department of Sports Medicine and Human Nutrition, Institute of Biomedical Sciences, University of Physical Education in Krakow, al. Jana Pawła II 78, 31-571 Kraków, Poland;
| | - Andrzej Ziemba
- Mossakowski Medical Research Centre, Polish Academy of Sciences, Adolfa Pawińskiego 5, 02-106 Warsaw, Poland;
- Correspondence:
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12
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Miller GD, Beharry A, Teramoto M, Lai A, Willick SE, Eichner D. Hematological changes following an Ironman triathlon: An antidoping perspective. Drug Test Anal 2020; 11:1747-1754. [DOI: 10.1002/dta.2724] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/07/2019] [Revised: 10/14/2019] [Accepted: 10/23/2019] [Indexed: 11/06/2022]
Affiliation(s)
| | - Adam Beharry
- United States Anti‐Doping Agency Colorado Springs CO USA
| | - Masaru Teramoto
- Division of Physical Medicine and RehabilitationUniversity of Utah School of Medicine Salt Lake City UT USA
| | - Auriella Lai
- Sports Medicine Research and Testing Laboratory Salt Lake City UT USA
| | - Stuart E. Willick
- Division of Physical Medicine and RehabilitationUniversity of Utah School of Medicine Salt Lake City UT USA
| | - Daniel Eichner
- Sports Medicine Research and Testing Laboratory Salt Lake City UT USA
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13
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Miller GD, Teramoto M, Smeal SJ, Cushman D, Eichner D. Assessing serum albumin concentration following exercise-induced fluid shifts in the context of the athlete biological passport. Drug Test Anal 2019; 11:782-791. [PMID: 30690899 DOI: 10.1002/dta.2571] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/28/2018] [Revised: 01/18/2019] [Accepted: 01/21/2019] [Indexed: 11/09/2022]
Abstract
PURPOSE The hydration status of an athlete at the time of a doping control sample collection is an important factor to consider when reviewing athlete biological passports (ABPs). Dehydration results in a reduction of the circulating plasma volume (PV), which may lead to artificially high values of some blood parameters. This study aimed to identify whether serum albumin could serve as a single marker of fluid shifts, which are not currently accounted for in the hematological passport. An additional marker could be used to assist experts when interpreting irregularities in the ABP. METHODS Twelve subjects underwent multiple controlled exercise trials designed to induce varying levels of PV shifts. Pre-exercise blood samples were collected to establish baseline values for individual passports. During exercise interventions, blood samples were collected before the start of exercise and at 10 minute, 1 hour, 2 hours, and 24 hours following exercise. RESULTS Significant increases in hematological parameters - hemoglobin [Hb], hematocrit (HCT), albumin (ALB), and calculated OFF-score - were identified at varying time points following fluid shift-inducing exercise. Changes in ALB correlated strongly with changes in [Hb] (r = 0.753) and with estimated PV shifts (r = -0.764). In analyzing ABPs, the resulting increases in Hb did not trigger any atypical findings at 99% specificity. PERSPECTIVE Monitoring changes in ALB longitudinally may assist experts when reviewing PV shifts in the biological passport.
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Affiliation(s)
- Geoffrey D Miller
- Sports Medicine Research and Testing Laboratory, University of Utah School of Medicine, Utah, USA.,Division of Physical medicine and Rehabilitation, University of Utah School of Medicine, Utah, USA
| | - Masaru Teramoto
- Division of Physical medicine and Rehabilitation, University of Utah School of Medicine, Utah, USA
| | - Stacy J Smeal
- Sports Medicine Research and Testing Laboratory, University of Utah School of Medicine, Utah, USA
| | - Dan Cushman
- Division of Physical medicine and Rehabilitation, University of Utah School of Medicine, Utah, USA
| | - Daniel Eichner
- Sports Medicine Research and Testing Laboratory, University of Utah School of Medicine, Utah, USA.,Division of Physical medicine and Rehabilitation, University of Utah School of Medicine, Utah, USA
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14
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Pethick WA, Murray HJ, McFadyen P, Brodie R, Gaul CA, Stellingwerff T. Effects of hydration status during heat acclimation on plasma volume and performance. Scand J Med Sci Sports 2018; 29:189-199. [PMID: 30317666 DOI: 10.1111/sms.13319] [Citation(s) in RCA: 24] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/09/2018] [Accepted: 10/04/2018] [Indexed: 10/28/2022]
Abstract
The impact of hydration status was investigated during a 5-day heat acclimation (HA) training protocol vs mild/cool control conditions on plasma volume (PV) and performance (20 km time-trial [TT]). Sub-elite athletes were allocated to one of two heat training groups (90 min/day): (a) dehydrated to ~2% body weight (BW) loss in heat (35°C; DEH; n = 14); (b) euhydrated heat (35°C; EUH; n = 10), where training was isothermally clamped to 38.5°C core temperature (Tc ). A euhydrated mild control group (22°C; CON; n = 9) was later added, with training clamped to the same relative heart rate (~75% HRmax ) as elicited during DEH and EUH; thus all groups experienced the same internal training stress (%HRmax ). Five-day total thermal load was 30% greater (P < 0.001) in DEH and EUH vs CON. There were significant differences in the average percentage of maximal work rate (%Wmax ) across all groups (DEH: 24 ± 6%; EUH: 34 ± 9%; CON: 48 ± 8%Wmax ) during training required to elicit the same %HRmax (77 ± 4% HRmax ). There were no significant differences pre-to post-HA between groups for PV (DEH: +1.7 ± 10.1%; EUH: +4.8 ± 10.2%; CON: +5.2 ± 4.0%), but there was a significant pooled group PV increase, as well as a 97% likely pooled improvement in TT performance (DEH: -1.8 ± 2.8%; EUH: -1.9 ± 2.1%, CON; -1.8 ± 2.8%; P = 0.136). Due to a lack of between-group differences for PV and TT, but pooled group increases in PV and 97% likely group increase in TT performance, over 5 days of intense training at the same average relative cardiac load suggests that overall training stress may also impact significant adaptations beyond heat and hydration stress.
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Affiliation(s)
- Wendy A Pethick
- Canadian Sport Institute Pacific, Victoria, British Columbia, Canada
| | - Holly J Murray
- Canadian Sport Institute Pacific, Victoria, British Columbia, Canada.,School of Exercise Science, Physical and Health Education, University of Victoria, Victoria, British Columbia, Canada
| | - Paula McFadyen
- Canadian Sport Institute Pacific, Victoria, British Columbia, Canada
| | - Ryan Brodie
- Canadian Sport Institute Pacific, Victoria, British Columbia, Canada
| | - Catherine A Gaul
- School of Exercise Science, Physical and Health Education, University of Victoria, Victoria, British Columbia, Canada
| | - Trent Stellingwerff
- Canadian Sport Institute Pacific, Victoria, British Columbia, Canada.,School of Exercise Science, Physical and Health Education, University of Victoria, Victoria, British Columbia, Canada
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15
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Impact of Energy Availability, Health, and Sex on Hemoglobin-Mass Responses Following Live-High-Train-High Altitude Training in Elite Female and Male Distance Athletes. Int J Sports Physiol Perform 2018; 13:1090-1096. [PMID: 29431548 DOI: 10.1123/ijspp.2017-0547] [Citation(s) in RCA: 33] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022]
Abstract
PURPOSE The authors investigated the effects of sex, energy availability (EA), and health status on the change in hemoglobin mass (ΔHbmass) in elite endurance athletes over ∼3-4 wk of live-high-train-high altitude training in Flagstaff, AZ (2135 m; n = 27 women; n = 21 men; 27% 2016 Olympians). METHODS Precamp and postcamp Hbmass (optimized carbon monoxide rebreathing method) and iron status were measured, EA was estimated via food and training logs, and a Low Energy Availability in Females Questionnaire (LEAFQ) and a general injury/illness questionnaire were completed. Hypoxic exposure (h) was calculated with low (<500 h), moderate (500-600 h), and high (>600 h) groupings. RESULTS Absolute and relative percentage ΔHbmass was significantly greater in women (6.2% [4.0%], P < .001) than men (3.2% [3.3%], P = .008). %ΔHbmass showed a dose-response with hypoxic exposure (3.1% [3.8%] vs 4.9% [3.8%] vs 6.8% [3.7%], P = .013). Hbmasspre was significantly higher in eumenorrheic vs amenorrheic women (12.2 [1.0] vs 11.3 [0.5] g/kg, P = .004). Although statistically underpowered, %ΔHbmass was significantly less in sick (n = 4, -0.5% [0.4%]) vs healthy (n = 44, 5.4% [3.8%], P < .001) athletes. There were no significant correlations between self-reported iron intake, sex hormones, or EA on Hbmass outcomes. However, there was a trend for a negative correlation between LEAFQ score and %ΔHbmass (r = -.353, P = .07). CONCLUSIONS The findings confirm the importance of baseline Hbmass and exposure to hypoxia on increases in Hbmass during altitude training, while emphasizing the importance of athlete health and indices of EA on an optimal baseline Hbmass and hematological response to hypoxia.
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16
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Lobigs LM, Peeling P, Dawson B, Schumacher YO. The need for an alternative method to determine intravascular volumes. Eur J Sport Sci 2018; 18:1255-1263. [PMID: 29911484 DOI: 10.1080/17461391.2018.1484175] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/01/2023]
Abstract
It is well described that numerous environmental factors, including exercise, modulate plasma volume (PV). These modulations prove problematic when a number of haematological markers are measured as a concentration in blood plasma. A primary example is haemoglobin concentration ([Hb]), a marker of erythropoiesis commonly used within medicine and also used to detect blood doping. Natural changes in PV can confound [Hb] values when a volume change is detected rather than a true change in haemoglobin mass (Hbmass) (e.g. volume expansion resulting in a [Hb] decrease and pseudo-anemia vs. Hbmass decline resulting in anaemia). Currently, there is no simple solution to correct for PV shifts, and this has proven problematic when monitoring volumetric health markers in clinical and anti-doping settings. This narrative review explores the influence that PV shifts have on volumetric biomarkers, such as [Hb]. The progressive expansion in PV observed during multi-day endurance events will be summarised, and the observed impact PV variance has on concentration-based markers will be quantified. From this, the need for alternative methods to correct [Hb] for volume fluctuations is highlighted. Available methods for calculating intravascular volumes are then discussed, with a focus on a recently developed approach using a panel of 'volume descriptive' biomarkers from a standard blood test. Finally, the practical applications of this novel PV blood test within both anti-doping and clinical settings will be examined.
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Affiliation(s)
- L M Lobigs
- a School of Human Sciences (Exercise and Sports Sciences) , The University of Western Australia , Crawley , Australia.,b Aspetar Orthopaedic and Sports Medicine Hospital , Doha , Qatar
| | - P Peeling
- a School of Human Sciences (Exercise and Sports Sciences) , The University of Western Australia , Crawley , Australia.,c Western Australian Institute of Sport , Mt Claremont , Australia
| | - B Dawson
- a School of Human Sciences (Exercise and Sports Sciences) , The University of Western Australia , Crawley , Australia
| | - Y O Schumacher
- b Aspetar Orthopaedic and Sports Medicine Hospital , Doha , Qatar
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17
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Lobigs LM, Sharpe K, Garvican-Lewis LA, Gore CJ, Peeling P, Dawson B, Schumacher YO. The athlete's hematological response to hypoxia: A meta-analysis on the influence of altitude exposure on key biomarkers of erythropoiesis. Am J Hematol 2018; 93:74-83. [PMID: 29027252 DOI: 10.1002/ajh.24941] [Citation(s) in RCA: 24] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2017] [Revised: 10/04/2017] [Accepted: 10/10/2017] [Indexed: 11/11/2022]
Abstract
Altitude training is associated with changes in blood markers, which can confound results of the Athlete?s Biological Passport (ABP). This meta-analysis aims to describe the fluctuations during- and post-altitude in key ABP variables; hemoglobin concentration ([Hb]), square-root transformed reticulocyte percentage (sqrt(retic%)) and the OFF-score. Individual de-identified raw data were provided from 17 studies. Separate linear mixed effects analyses were performed for delta values from baseline for [Hb], sqrt(retic%) and OFF-score, by altitude phase (during and post). Mixed models were fitted with the hierarchical structure: study and subject within study as random effects. Delta values as response variables and altitude dose (in kilometer hours; km.hr = altitude (m) / 1000 x hours), sex, age, protocol and baseline values as fixed effects. Allowances were made for potential autocorrelation. Within two days at natural altitude [Hb] rapidly increased. Subsequent delta [Hb] values increased with altitude dose, reaching a plateau of 0.94 g/dL [95%CI (0.69, 1.20)] at ~1000 km.hr. Delta sqrt(retic%) and OFF-score were the first to identify an erythrocyte response, with respective increases and decreases observed within 100 to 200 km.hr. Post-altitude, [Hb] remained elevated for two weeks. Delta sqrt(retic%) declined below baseline, the magnitude of change was dependent on altitude dose. Baseline values were a significant covariate (p<0.05). The response to altitude is complex resulting in a wide range of individual responses, influenced primarily by altitude dose and baseline values. Improved knowledge of the plausible hematological variations during- and post-altitude provides fundamental information for both the ABP expert and sports physician.
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Affiliation(s)
- Louisa M. Lobigs
- School of Human Sciences (Exercise and Sports Science); University of Western Australia; Perth WA 6009 Australia
- Aspetar Sports Medicine Hospital, PO Box 29222; Doha Qatar
| | - Ken Sharpe
- Statistical Consulting Centre, School of Mathematics and Statistics; University of Melbourne; Vic 3010 Australia
| | - Laura A. Garvican-Lewis
- Australian Institute of Sport; Canberra 2617 Australia
- Mary Mackillop Institute for Health Research, Australian Catholic University; Melbourne Australia
| | | | - Peter Peeling
- School of Human Sciences (Exercise and Sports Science); University of Western Australia; Perth WA 6009 Australia
- Western Australian Institute of Sport, Mt Claremont; WA 6010 Australia
| | - Brian Dawson
- School of Human Sciences (Exercise and Sports Science); University of Western Australia; Perth WA 6009 Australia
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18
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Pedlar CR, Brugnara C, Bruinvels G, Burden R. Iron balance and iron supplementation for the female athlete: A practical approach. Eur J Sport Sci 2017; 18:295-305. [PMID: 29280410 DOI: 10.1080/17461391.2017.1416178] [Citation(s) in RCA: 68] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/06/2023]
Abstract
Maintaining a positive iron balance is essential for female athletes to avoid the effects of iron deficiency and anaemia and to maintain or improve performance. A major function of iron is in the production of the oxygen and carbon dioxide carrying molecule, haemoglobin, via erythropoiesis. Iron balance is under the control of a number of factors including the peptide hormone hepcidin, dietary iron intake and absorption, environmental stressors (e.g. altitude), exercise, menstrual blood loss and genetics. Menstruating females, particularly those with heavy menstrual bleeding are at an elevated risk of iron deficiency. Haemoglobin concentration [Hb] and serum ferritin (sFer) are traditionally used to identify iron deficiency, however, in isolation these may have limited value in athletes due to: (1) the effects of fluctuations in plasma volume in response to training or the environment on [Hb], (2) the influence of inflammation on sFer and (3) the absence of sport, gender and individually specific normative data. A more detailed and longitudinal examination of haematology, menstrual cycle pattern, biochemistry, exercise physiology, environmental factors and training load can offer a superior characterisation of iron status and help to direct appropriate interventions that will avoid iron deficiency or iron overload. Supplementation is often required in iron deficiency; however, nutritional strategies to increase iron intake, rest and descent from altitude can also be effective and will help to prevent future iron deficient episodes. In severe cases or where there is a time-critical need, such as major championships, iron injections may be appropriate.
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Affiliation(s)
- Charles R Pedlar
- a School of Sport, Health and Applied Science , St Mary's University , Twickenham , UK.,b Cardiovascular Performance Program , Massachusetts General Hospital , Boston , MA , USA
| | - Carlo Brugnara
- c Department of Laboratory Medicine , Boston Children's Hospital , Boston , MA , USA
| | - Georgie Bruinvels
- a School of Sport, Health and Applied Science , St Mary's University , Twickenham , UK
| | - Richard Burden
- a School of Sport, Health and Applied Science , St Mary's University , Twickenham , UK
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19
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Lobigs LM, Sottas PE, Bourdon PC, Nikolovski Z, El-Gingo M, Varamenti E, Peeling P, Dawson B, Schumacher YO. A step towards removing plasma volume variance from the Athlete's Biological Passport: The use of biomarkers to describe vascular volumes from a simple blood test. Drug Test Anal 2017; 10:294-300. [PMID: 28548390 DOI: 10.1002/dta.2219] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/24/2017] [Revised: 05/01/2017] [Accepted: 05/22/2017] [Indexed: 02/04/2023]
Abstract
The haematological module of the Athlete's Biological Passport (ABP) has significantly impacted the prevalence of blood manipulations in elite sports. However, the ABP relies on a number of concentration-based markers of erythropoiesis, such as haemoglobin concentration ([Hb]), which are influenced by shifts in plasma volume (PV). Fluctuations in PV contribute to the majority of biological variance associated with volumetric ABP markers. Our laboratory recently identified a panel of common chemistry markers (from a simple blood test) capable of describing ca 67% of PV variance, presenting an applicable method to account for volume shifts within anti-doping practices. Here, this novel PV marker was included into the ABP adaptive model. Over a six-month period (one test per month), 33 healthy, active males provided blood samples and performed the CO-rebreathing method to record PV (control). In the final month participants performed a single maximal exercise effort to promote a PV shift (mean PV decrease -17%, 95% CI -9.75 to -18.13%). Applying the ABP adaptive model, individualized reference limits for [Hb] and the OFF-score were created, with and without the PV correction. With the PV correction, an average of 66% of [Hb] within-subject variance is explained, narrowing the predicted reference limits, and reducing the number of atypical ABP findings post-exercise. Despite an increase in sensitivity there was no observed loss of specificity with the addition of the PV correction. The novel PV marker presented here has the potential to improve the ABP's rate of correct doping detection by removing the confounding effects of PV variance.
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Affiliation(s)
- Louisa M Lobigs
- Department of Sport Science, Exercise and Health, School of Human Sciences, University of Western Australia, Perth, WA, Australia.,Aspetar Sports Medicine Hospital, Doha, Qatar
| | | | - Pitre C Bourdon
- Sports Science Department, Aspire Academy, Doha, Qatar.,School of Health Sciences, University of South Australia, Adelaide, South Austalia, Australia
| | | | | | | | - Peter Peeling
- Department of Sport Science, Exercise and Health, School of Human Sciences, University of Western Australia, Perth, WA, Australia.,Western Australian Institute of Sport, Mt Claremont, WA, Australia
| | - Brian Dawson
- Department of Sport Science, Exercise and Health, School of Human Sciences, University of Western Australia, Perth, WA, Australia
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20
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Bejder J, Andersen AB, Goetze JP, Aachmann-Andersen NJ, Nordsborg NB. Plasma volume reduction and hematological fluctuations in high-level athletes after an increased training load. Scand J Med Sci Sports 2017; 27:1605-1615. [DOI: 10.1111/sms.12825] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 12/05/2016] [Indexed: 11/28/2022]
Affiliation(s)
- J. Bejder
- Department of Nutrition; Exercise and Sports (NEXS); Faculty of Science; University of Copenhagen; Copenhagen Denmark
| | - A. B. Andersen
- Department of Nutrition; Exercise and Sports (NEXS); Faculty of Science; University of Copenhagen; Copenhagen Denmark
| | - J. P. Goetze
- Department of Clinical Biochemistry; Rigshospitalet; Copenhagen Denmark
| | | | - N. B. Nordsborg
- Department of Nutrition; Exercise and Sports (NEXS); Faculty of Science; University of Copenhagen; Copenhagen Denmark
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21
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Garvican-Lewis LA, Clark B, Martin DT, Schumacher YO, McDonald W, Stephens B, Ma F, Thompson KG, Gore CJ, Menaspà P. Impact of Altitude on Power Output during Cycling Stage Racing. PLoS One 2015; 10:e0143028. [PMID: 26629912 PMCID: PMC4668098 DOI: 10.1371/journal.pone.0143028] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/02/2015] [Accepted: 10/29/2015] [Indexed: 11/18/2022] Open
Abstract
PURPOSE The purpose of this study was to quantify the effects of moderate-high altitude on power output, cadence, speed and heart rate during a multi-day cycling tour. METHODS Power output, heart rate, speed and cadence were collected from elite male road cyclists during maximal efforts of 5, 15, 30, 60, 240 and 600 s. The efforts were completed in a laboratory power-profile assessment, and spontaneously during a cycling race simulation near sea-level and an international cycling race at moderate-high altitude. Matched data from the laboratory power-profile and the highest maximal mean power output (MMP) and corresponding speed and heart rate recorded during the cycling race simulation and cycling race at moderate-high altitude were compared using paired t-tests. Additionally, all MMP and corresponding speeds and heart rates were binned per 1000 m (<1000 m, 1000-2000, 2000-3000 and >3000 m) according to the average altitude of each ride. Mixed linear modelling was used to compare cycling performance data from each altitude bin. RESULTS Power output was similar between the laboratory power-profile and the race simulation, however MMPs for 5-600 s and 15, 60, 240 and 600 s were lower (p ≤ 0.005) during the race at altitude compared with the laboratory power-profile and race simulation, respectively. Furthermore, peak power output and all MMPs were lower (≥ 11.7%, p ≤ 0.001) while racing >3000 m compared with rides completed near sea-level. However, speed associated with MMP 60 and 240 s was greater (p < 0.001) during racing at moderate-high altitude compared with the race simulation near sea-level. CONCLUSION A reduction in oxygen availability as altitude increases leads to attenuation of cycling power output during competition. Decrement in cycling power output at altitude does not seem to affect speed which tended to be greater at higher altitudes.
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Affiliation(s)
- Laura A Garvican-Lewis
- Research Institute for Sport and Exercise, University of Canberra, Canberra, Australia
- Physiology, Australian Institute of Sport, Canberra, Australia
- * E-mail:
| | - Bradley Clark
- Research Institute for Sport and Exercise, University of Canberra, Canberra, Australia
- Physiology, Australian Institute of Sport, Canberra, Australia
| | - David T. Martin
- Physiology, Australian Institute of Sport, Canberra, Australia
| | | | | | | | - Fuhai Ma
- Qinghai Institute of Sport Science, Duoba, China
| | - Kevin G. Thompson
- Research Institute for Sport and Exercise, University of Canberra, Canberra, Australia
| | - Christopher J. Gore
- Physiology, Australian Institute of Sport, Canberra, Australia
- Exercise Physiology Laboratory, Flinders University, Adelaide, Australia
| | - Paolo Menaspà
- Physiology, Australian Institute of Sport, Canberra, Australia
- Edith Cowan University, Perth, Australia
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22
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Bejder J, Hoffmann MF, Ashenden M, Nordsborg NB, Karstoft K, Mørkeberg J. Acute hyperhydration reduces athlete biological passport OFF-hr score. Scand J Med Sci Sports 2015; 26:338-47. [PMID: 25773052 DOI: 10.1111/sms.12438] [Citation(s) in RCA: 29] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 01/28/2015] [Indexed: 12/01/2022]
Abstract
Anecdotal evidence suggests that athletes hyperhydrate to mask prohibited substances in urine and potentially counteract suspicious fluctuations in blood parameters in the athlete biological passport (ABP). It is examined if acute hyperhydration changes parameters included in the ABP. Twenty subjects received recombinant human erythropoietin (rhEPO) for 3 weeks. After 10 days of rhEPO washout, 10 subjects ingested normal amount of water (∼ 270 mL), whereas the remaining 10 ingested a 1000 mL bolus of water. Blood variables were measured 20, 40, 60, and 80 min after ingestion. Three days later, the subjects were crossed-over with regard to water ingestion and the procedure was repeated. OFF-hr was reduced by ∼ 4%, ∼ 3%, and ∼ 2% at 40, 60, and 80 min, respectively, after drinking 1000 mL of water, compared with normal water ingestion (P < 0.05). Forty percent of the subjects were identified with atypical blood profiles (99% specificity level) before drinking 1000 mL of water, whereas 11% (n = 18), 10% and 11% (n = 18) were identified 40, 60, and 80 min, respectively, after ingestion. This was different (P < 0.05) compared with normal water intake, where 45% of the subjects were identified before ingestion, and 54% (n = 19), 45%, and 47% (n = 19) were identified 40, 60, and 80 min, respectively, after ingestion. In conclusion, acute hyperhydration reduces ABP OFF-hr and reduces ABP sensitivity.
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Affiliation(s)
- J Bejder
- Department of Nutrition, Exercise and Sports, University of Copenhagen, Copenhagen, Denmark
| | - M F Hoffmann
- Institute of Sports Science and Clinical Biomechanics, University of Southern Denmark, Odense, Denmark
| | | | - N B Nordsborg
- Department of Nutrition, Exercise and Sports, University of Copenhagen, Copenhagen, Denmark
| | - K Karstoft
- Centre of Inflammation and Metabolism, Centre for Physical Activity Research, Department of Infectious Diseases, Rigshospitalet, Faculty of Health Sciences, University of Copenhagen, Copenhagen, Denmark
| | - J Mørkeberg
- Metabolic Mass Spectrometry Facility, Rigshospitalet, Copenhagen, Denmark
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23
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Schumacher YO, Garvican LA, Christian R, Lobigs LM, Qi J, Fan R, He Y, Wang H, Gore CJ, Ma F. High altitude, prolonged exercise, and the athlete biological passport. Drug Test Anal 2014; 7:48-55. [DOI: 10.1002/dta.1717] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/22/2014] [Revised: 08/10/2014] [Accepted: 08/10/2014] [Indexed: 11/12/2022]
Affiliation(s)
| | - Laura A. Garvican
- Australian Institute of Sports; Department of Physiology; Canberra Australia
- Research Institute for Sport and Exercise; University of Canberra; ACT Australia
| | - Ryan Christian
- Aspetar Orthopedic & Sports Medicine Hospital; PO Box 29222 Doha Qatar
| | - Louisa M. Lobigs
- Aspetar Orthopedic & Sports Medicine Hospital; PO Box 29222 Doha Qatar
| | - Jiliang Qi
- Qinghai Institute of Sports Science (QISS); Duoba National Altitude Training Base; Xining City Qinghai China
| | - Rongyun Fan
- Qinghai Institute of Sports Science (QISS); Duoba National Altitude Training Base; Xining City Qinghai China
| | - Yingying He
- Qinghai Institute of Sports Science (QISS); Duoba National Altitude Training Base; Xining City Qinghai China
| | - Hailing Wang
- Qinghai Institute of Sports Science (QISS); Duoba National Altitude Training Base; Xining City Qinghai China
| | - Christopher J. Gore
- Australian Institute of Sports; Department of Physiology; Canberra Australia
| | - Fuhai Ma
- Qinghai Institute of Sports Science (QISS); Duoba National Altitude Training Base; Xining City Qinghai China
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