Abstract
Background
Intensive physical exercise that competitive sports athletes participate in can negatively affect their pro-oxidative–antioxidant balance. Compounds with high antioxidant potential, such as those present in chokeberry (Aronia melanocarpa), can prevent these adverse changes. We here investigated the effect of antioxidant supplementation on oxidative stress balance in young footballers.
Methods
The study was designed as a double-blind randomized trial. Diet of a group of young football players (male; n = 20; mean age, 15.8 years-old) was supplemented with 200 ml of chokeberry juice per day, for 7 weeks. The players were randomly assigned to the experimental (supplemented, FP-S; n = 12) and control (placebo, FB-C; n = 8) groups. Before and after the supplementation period, the participants performed a beep test. Venous blood was sampled for serum analysis before, immediately after, 3 h, and 24 h after the beep test. Serum levels of thiobarbituric acid reactive products, 8-hydroxy-2′-deoxyguanosine, total antioxidant capacity, iron, hepcidin, ferritin, myoglobin, and albumin, and morphological blood parameters (red blood cells, (RBC), haemoglobin (HGB), haematocrit (HCT) mean corpuscular volume (MCV) mean corpuscular haemoglobin (MCH), mean corpuscular haemoglobin concentration (MCHC), and lactic acid) were determined.
Results
Chokeberry juice supplementation did not significantly affect the outcome of the beep test. The supplementation did not significantly affect any of the morphological, biochemical, or performance parameters analysed.
Conclusions
Chokeberry juice supplementation did not affect the measured parameters in the studied population, which may indicate insufficient antioxidant capacity of the juice.
Background
Increased metabolic activity during physical exercise is accompanied by an increased generation of reactive oxygen species, which may lead to disorders of the immune system function [Citation1, Citation2]. This applies primarily to high-intensity and long lasting exercise. The underlying mechanism is not fully understood [Citation3].
It is believed that excessive production of free oxygen radicals leads to multiple changes in the body metabolism [Citation4]. The observed rapid increase in oxygen radical production leads to erythrocyte damage, as a consequence of lipid peroxidation, which increases their sensitivity to degradation [Citation5]. Increased haemolysis, in turn, leads to a substantial increase in the concentration of redox-active free iron in the blood [Citation6]. Circulating free iron may be toxic and destructive to cell components and body fluids. Upon oxidative stress, activation of the immune system and inflammation are also observed, as an early defence response of the body. Most likely, oxidative stress is ‘sustained’ in this manner also during post-workout recovery [Citation7].
Peaks of alternating oxidative stress markers in the blood after a bout of physical exercise involving concentric and eccentric contractions are observed between 0 and 4 h, and 48 and 96 h after the exercise bout, respectively [Citation8, Citation9]. Increased ionized iron levels in the blood can contribute to the intensification of free radical reactions [Citation10], which weakens the immune system, thereby increasing susceptibility to infection [Citation11–Citation13]. Acute post-exercise depression of the immune system may result not only in an increased frequency of infection among sports competitors, but also in an increased percentage of cases (especially of upper respiratory tract infections) and a prolonged duration of infection. Furthermore, in many situations, depression of the immune system may lead to an increased possibility of injury and hinders tissue regeneration [Citation14].
Chokeberry (Aronia melanocarpa) contains a wide range of biologically active compounds, including polyphenols, such as anthocyanins, flavonoids, and phenolic acids [Citation15, Citation16]. There is evidence that compounds present in chokeberry positively affect the immune system and oxidative balance [Citation17]. That is particularly attributed to anthocyanins, which are present in copious amounts in the chokeberry fruit [Citation18]. These compounds can impact the immune system [Citation19, Citation20], reduce oxidative stress, and chelate iron ions [Citation21]. Anthocyanin supplementation might reduce post-exercise muscle soreness [Citation22] and improve performance parameters [Citation23].
Analysis of data from athlete studies available in various scientific databases, as well as numerous scientific reports on non-training individuals and animals, suggests that the endogenous defences against oxidative stress of an organism subjected to an intense exercise load are insufficient [Citation24]. Further, dietary preparations rich in anthocyanins may be an important factor alleviating the adverse effects of extreme exercise loads. It therefore may be advisable for the competitors’ diet to contain plants rich in anthocyanins, which not only have the ability to form stable complexes with the transition metals but also increase the body’s antioxidant potential. Such supplementation can reduce oxidative stress, greatly reducing post-exercise inflammatory processes, and contribute to an increase in ergogenic potential [Citation24].
The aim of the current study was to analyse the effect of 7-week supplementation with chokeberry juice on pro-oxidative–antioxidant balance parameters and selected iron level parameters in professional young footballers during football season, compared with a placebo group in a randomized double-blind trial.
Methods
Participants
The study was designed as a double-blind randomised controlled trial with parallel groups. After screening with respect to the inclusion and exclusion criteria by laboratory assistants, 20 young male semi-professional footballers (15.8 ± 0.7-years-old) from Międzyszkolny Uczniowski Klub Sportowy (MUKS) Zawisza Bydgoszcz club (Bydgoszcz, Poland), participating in the Central Junior League competitions, took part in the study. The subjects were randomly assigned to the supplemented (n = 12; FP-S) or the placebo group (n = 8; FP-C). Each group was similar in terms of the anthropometric data and the position on the football field (Table ). Basic characteristics of the study group are summarized in Table . The participants receiving chokeberry juice or a placebo followed a uniform training load scheme. Training loads for the entire experimental period (microcycle) are shown in Table . Load time intensity from the beginning of the season until the end of the experiment is summarized in Table .
All subjects were informed about the purpose of the research and the procedures, and voluntarily agreed to participate in the study. The research was conducted according to the Declaration of Helsinki and was approved by the local Bioethics Committee at Collegium Medicum in Bydgoszcz (approval no. KB 382/2017). All players were assessed with respect to the inclusion and exclusion criteria, and were asked not to use any supplements (vitamins, ergogenic supplements, herbal extracts, caffeine, theine, etc.) 2 weeks before and during the experiment. One week before the exercise test and during the experiment, the participants adopted similar eating habits. They were asked to eat balanced meals prepared based of the daily energy requirements in relation to age and physical activity. Substances that could interfere with the test results, containing large amounts of anthocyanins, phytosterols, and antioxidants were excluded from the meals. All meals were prepared according to the guidelines of professional sports nutrition by a sport nutritionist, as recommended by the Polish Football Association [Citation25].
Study design
The participants were randomly divided into two groups: the supplemented group (n = 12), which received 200 ml of chokeberry juice (100 ml twice a day, in the morning and in the evening) for 7 weeks; and the control group (n = 8), which received a placebo at the corresponding times, according to published guidelines [Citation17]. In previous studies, the average duration of chokeberry supplementation tested was 6 to 8 weeks [Citation26]. The research protocol scheme is presented in Fig. .
Physical exercise program
During the entire experimental period, all subjects followed their regular physical exercise program. The physical exercise program was planned by the main coach of the team, and was the same for both groups. The training program microcycle (presented in Table ) consisted of a uniform pattern of tasks performed during the game season, during which the research was conducted, with the intensity level of a given training unit expressed on a scale from 1 to 10 (the training loads scale).
Supplementation
The anthocyanin content was determined to be 165.3 mg/100 ml of juice. Briefly, the anthocyanin pigment content was analysed by high-performance liquid chromatography, as described by Oszmański and Sapis [Citation27]. For the analysis, LC Agilent Technologies 1200 Rapid Resolution (Waldbronn, Germany) system equipped with a UV–Vis detector (DAD 1260, Waldbronn, Germany) and Zorbax SB-C18 column (4.6 × 150 mm, 5 μm) (Agilent, Wilmington, Delaware, USA) were used. Separation was achieved using a reversed-phase system with gradient elution. Chromatographic conditions were as follows: injection volume, 20 μm; flow rate, 1.0 ml/min; solvent A, 10% formic acid in water; solvent B, 10% formic acid, 30% acetonitrile, 60% water. The following gradient was used: 0–8 min 20–40% B, 8–15 min 40–50% B, 15–16 min 50–100% B, 16–20 min 100% B (isocratic), 20–23 min 100–20% B. Chromatographic data were acquired at 400 to 600 nm, and integrated at 520 nm for anthocyanins. The results are expressed as cyanidin-3-O-glucoside (external standard) (LGC Standards, Bury, UK) (mg/100 g or %). Cyanidin-3-O-glucoside was dissolved in water, and the chokeberry juice was diluted 10 times in redistilled water and filtered through 0.45-μm filter prior to analysis.
Subjects in the control group were given the placebo containing 6.6% solution of betaine [(CH3 +)3 N+ · CH2 COO−] and 1% solution of citric acid. The placebo was identical in appearance and taste to chokeberry juice, and both were given in 200-ml numbered sintered glass bottles. The label codes were decoded after the examination of all biochemical factors after intervention completion. The participant play position or volume of competition play (starters vs. non-starters) was not considered in the randomization. Both the chokeberry juice and placebo were produced by MLB Biotrade Sp. z o.o., Poland (Poznan, Poland). The players and researchers were blinded to group assignment.
Antioxidant capacity of chokeberry juice
The antioxidant capacity of chokeberry juice was determined using 2,20-azinobis (3-ethylbenzthiazoline-6-sulfonic acid) (ABTS) and 2,2-di-phenyl-1-picrylhydrazyl radical (DPPH) methods at the Lubuskie Centre for Innovation and Agricultural Implementation of the University of Zielona Góra (Sulechów, Poland). ABTS, DPPH, and other reagents were purchased from Sigma Aldrich (St. Louis, MO, USA). The juice contained 8.83 mg/ml ABTS and 7.62 mg/ml DPPH.
Physical exercise test
Before and after the 7-week supplementation period, all players performed the maximal multistage 20-m shuttle run test (the ‘beep test’) [Citation28]. The test was carried out in a full-size sports hall with a classic surface, from 9:30 AM to 10:30 AM. The participants were asked to eat a light meal approximately 2 h prior to the test. They were instructed not to consume alcohol, caffeine, theine, or taurine on the test day. VO2max was calculated indirectly based on the results of the physical exercise test, as described elsewhere [Citation29], on the assumption that retroextrapolated VO2max is not substantially different from VO2max measured directly [Citation29]. The physical exercise test took place on a Tuesday instead of the planned training session. The supplementation began on the following Monday and ended after 7 weeks on a Sunday. After the supplementation period, the test was repeated on the following Tuesday instead of the planned training session. During the test, the air temperature was 19.1 °C and humidity was 51%. All the tested players were informed about the test procedures and were additionally motivated by the trainer to make maximum effort.
Blood sampling and analysis
Blood samples were taken for analysis at four time points at the beginning and at the end of the supplementation period: before, immediately after, and 3 and 24 h after the beep test. These time points were selected because the levels of hepcidin and related parameters (interleukin, IL, 6) achieve a maximum 3 h after exercise [Citation30, Citation31]. Further, blood sampling after 24 h allows determination whether the tested parameters have returned to the resting values. That is important because the training program consisted of daily physical exercise sessions in the examined subjects. Blood for serum analysis was collected from the ulnar vein into 9-ml serum tubes containing a coagulant (Sarstedt, Germany). The blood was centrifuged (3000 rpm, 10 min), and the serum was aliquoted, frozen in liquid nitrogen, and stored at − 80 °C until analysis.
To determine the morphological blood parameters (red blood cells, RBC; haemoglobin, HGB; haematocrit, HCT; mean corpuscular volume, MCV; mean corpuscular haemoglobin, MCH; and mean corpuscular haemoglobin concentration, MCHC), venous blood was collected into 5-ml tubes containing EDTAK2 as the anticoagulant. Morphological examinations were performed using flow cytometry on Sysmex XS-1000i apparatus (Kobe, Japan).
Iron levels were determined in plasma taken from lithium heparin and determined by in vitro IRON 2 test for the quantitative determination of iron in human serum and plasma, using Roche/Hitachi Cobas c. system and a Cobas c 501 analyser (Cobas, Rotkreuz, Switzerland).
Lactic acid (LA) levels were measured in capillary blood collected from the earlobe before and immediately after the beep test, using a Dr. Lange Plus LP20 biochemical analyser (Dr. Lange, Berlin, Germany).
For detailed analysis of changes in the body’s iron management, total antioxidant levels, and the inflammatory cell response, the following enzyme-linked immunosorbent assay (ELISA) kits were used, according to the manufacturers’ instructions: ferritin ELISA kit EIA-1872, IL-6 ELISA kit EIA-4640, myoglobin ELISA kit EIA-3955, and hepcidin 25 (bioactive) HS ELISA kit EIA-5782, from DRG International, Inc. (Springfield, New Jersey USA); human thiobarbituric acid reactive substances (TBARS) ELISA kit (catalogue no. 201–12-7298) and human 8-oxo-2′-deoxyguanosine (8-OHdG) ELISA kit (catalogue no. 201–12-1437), from Shanghai SunRed Biological Technology Co. Ltd. (Shanghai, China); human albumin ELISA kit (catalogue no. EA2201–1) from Assaypro LLC (St. Charles, MO, USA); and TAC Fast Track DM P-4100 from LDN Labor Diagnostika Nord GmbH & Co. KG (Nordhorn, Germany). Thermo Scientific Multiscan GO microplate spectrophotometer produced by Fisher Scientific Finland (Vantaa, Finland) was used for the analyses.
Statistical analysis
Sample size calculation was done based on previous results on the effects of chokeberry supplementation on TBARS levels in males [Citation32], as the variable of primary interest in the study, using a calculator available online [https://powerandsamplesize.com/Calculators/Compare-2-Means/2-Sample-1-Sided]. As in the previous study [Citation32], sample size was increased in the intervention group by setting the sampling ratio as 1.5. The power was set to 0.8, with the type I error rate of 5%. The calculated sample size in the intervention group was n = 12. Shapiro–Wilk W test and visual histogram assessment were used to test the assumption of normality.
Two-factor analysis of variance (ANOVA) with group coefficient (supplemented group/placebo group) and time (before/after supplementation) was selected for the analysis of physical fitness variables using aligned rank transform for nonparametric factorial ANOVA with ARTool package for R [Citation33]. Post-hoc test for differences of differences was done using the R package phia [Citation34]. Partial eta-squared was calculated to assess the effect size of interaction in two-way ANOVA. To assess the dynamics of biochemical parameters in response to the physical exercise test, a linear mixed model fit by REML with t-tests using Satterthwaite’s method was implemented in the R statistical packages lme4 and lmerTest [Citation35, Citation36]. Subject factor was set as a random effect. Time (before vs. just after vs. 3 h after vs. 24 h after the physical exercise test in the case of biochemical parameters; and before vs. 3 h after the physical exercise test in the case of blood morphometry parameters), group (placebo vs. supplemented), and intervention (before vs. after the physical exercise programme) were set as fixed effects. Interaction between fixed effects and the confidence interval (CI, 95%) for determining the interaction were calculated. Mean values and standard deviation (SD) are reported. Alpha level was set to 0.05.
Results
There was no significant interaction of time × group and VO2max (58.82 ml/kg/min before vs. 60.35 ml/kg/min after in the juice group, 58.48 ml/kg/min before vs. 60.36 ml/kg/min after in the placebo group) (F = 0.04, p = 0.84, partial eta-squared = 0.002). Likewise, there was no significant interaction of time × group and the distance covered in the beep test (2528.33 (222.9) m, level 13, interval 8 before supplementation vs. 2631.67 (222.1) m, level 13, interval 13; after supplementation in the juice group: 2450 (384.9), level 13, interval 7 before supplementation vs. 2610 (228) m, level 13, interval 13 after in the placebo group; F = 0.02, p = 0.9, partial eta-squared = 0.001).
Interaction between the intervention × group was noted for albumin levels (p = 0.03). However, the albumin levels were not significantly affected by the physical exercise test, intervention, and group (Table ).
Hepcidin levels were not significantly affected by the physical exercise test, intervention, and group (Table ). Interaction between the intervention and group was observed for iron levels (p = 0.0495). However, the iron levels were not significantly affected by the physical exercise test, intervention, and group (Table ). Biochemical analysis of the remaining selected parameters of inflammation did not reveal any significant interactions in the supplemented or placebo groups (Table ).
Further, TBARS levels, 8-OHdG levels, and other pro-oxidative–antioxidant balance indicators were not significantly affected by the physical exercise test, intervention, and group (Table ). Chokeberry supplementation did not significantly affect blood morphology (Table ). Finally, no significant changes in the body weight, body mass index (BMI), and adipose tissue were observed after supplementation in any group (Table ).
Discussion
Physical exercise that competitive sports athletes participate in may disturb body homeostasis, which in turn may lead to reduced sports performance and deterioration of health [Citation37]. According to the available literature, compounds found in chokeberry have strong antioxidant activity [Citation38]. Anthocyanins are key in this respect, as they prevent excessive formation of free radicals, namely, the superoxide, hydroxyl, nitrite, and chlorine radicals [Citation39, Citation40]. The anti-radical activity of anthocyanins increases with the number of hydroxyl groups on the B ring and the arylation of sugar residues with phenolic acids. Van Acker et al. [Citation41] showed that the ability of anthocyanins to remove nitric oxide radical (•NO) is 100 times higher than that of the endogenous antioxidant glutathione. Anthocyanins chelate transition metal ions (e.g. iron and copper) via of the presence of hydroxyl groups on the C ring [Citation42]. Another important feature of anthocyanins from the health perspective is their ability to inhibit lipid peroxidation [Citation43]. This property can be of great importance for reducing haemolysis induced by intense physical exertion [Citation44, Citation45].
In the current study, the antioxidant potential of administered chokeberry juice was determined using two methods, DPPH and ABTS, as 8.83 mg/ml and 7.62 mg/ml (relative to the activity of the Trolox reference compound), respectively. This indicates that the antioxidant potential of the juice was relatively low compared with that of chokeberry extracts and fresh fruit [Citation46]. This might explain the lack of statistically significant effects of chokeberry supplementation in the current study.
In the current study, the chokeberry juice had no effect on free radical damage, as determined by the measurements of TBARS and 8-OHdG levels (Table ). Petrovic et al. [Citation32] tested the effects of 4-week chokeberry juice supplementation (100 ml/d) in handball players. The supplementation resulted in small changes in the lipid profile and in reduced TBARS levels in blood; however, these changes were observed only in men. By contrast, Cikiriz et al. [Citation47] tested the effects of 12-week chockeberry extract supplementation (30 ml/d) in another group of handball players. Before the supplementation, and after 6 and 12 weeks, the subjects performed maximal physical exercise on a treadmill. Some beneficial changes, namely, a reduction of TBARS level, and increase in haemoglobin content, erythrocyte counts, and high-density lipoprotein (HDL) levels, were reported after 6 weeks of supplementation. However, the composition of the supplement and its antioxidant potential were not described in that study [Citation47].
Intriguingly, García-Flores et al. [Citation48] tested a combination of chokeberry extract with citrus juice (200 ml of drink containing 95% fresh citrus juice and 5% chokeberry extract) in triathlon riders. This combination of ingredients significantly reduced post-exercise changes in the levels of DNA damage markers determined in the plasma and urine [Citation48]. The above changes were observed with juice with the anthocyanin content of 53.4 mg. In the current study, the amount of anthocyanins was four times higher, i.e. 230.6 mg. Hence, it is likely that a combination of polyphenols, rather than the anthocyanin content, plays a role in reducing DNA damage.
Analysis of the available literature indicates that the advantage of compounds derived from chokeberry is their comprehensive effect on both the immune system and reduction of oxidative stress, including the ability to chelate iron ions, which seems to be a key element not only for iron management. For this reason, we expected it to reduce markers of oxidative stress. We therefore expected chokeberry juice supplementation to reduce oxidative stress markers. However, we observed a statistically insignificant reduction of the average values of oxidative stress markers tested after the second beep test (after supplementation) in both, the supplemented and control groups. This may reflect the players’ adaptation to the applied exercise load. Zügel et al. [Citation49] analysed the cumulative effect of training stress in highly qualified athletes practising rowing, focusing on hepcidin and parameters related to iron management. The authors showed that the levels of hepcidin and ferritin, acute-phase proteins, were a sensitive indicator of changes in the training load (exercise volume and intensity). In the current study, football players were subjected to the same training load throughout the entire study period, which probably explains the lack of statistically significant differences in the levels of hepcidin and ferritin. In another study [Citation50], the effect of physical exercise and supplementation with juice high in polyphenols (containing chokeberry extract, among other ingredients) on hepcidin levels was analysed in a group of triathletes of both sexes. No significant impact of the supplementation on hepcidin levels was noted; instead, hepcidin level reduction was shown to be associated with the adaptation of players’ bodies to the applied exercise load.
In the current study, iron levels 3 h after the beep test decreased in the supplemented group and increased in the control group; however, these differences were not statistically significant. Similar changes in iron levels after supplementation with chokeberry (150 ml/d) were observed in a group of rowers in our previous study [Citation51]. According to a cell line-based study, anthocyanins are inserted into the outer part of the erythrocyte membrane [Citation52]. Their presence in the hydrophilic part of the membrane forms a protective shield against free radicals, among others, thus rendering them safe and effective antioxidants. Probably this fact may be explained by the decreased level of iron compared to the control group [Citation52].
Iron ion chelation by active compounds present in chokeberry [Citation53] might counteract muscle fibre damage. However, in the current study, we did not observe significant changes in the levels of myoglobin, a marker of muscle fibre damage. Specifically, myoglobin levels showed a downward trend in the group supplemented with chokeberry, but increased in the control group 3 h after physical exercise test after supplementation.
Anthocyanins modulate inflammation, both because of their ability to sequester iron [Citation54] and because of their regulation of various components of the immune system involved in the development of inflammation [Citation55]. For instance, Ohgami et al. [Citation56] showed that chokeberry extract has a strong anti-inflammatory effect on endotoxin-induced uveitis in rat. The authors also observed that the number of inflammatory cells, protein concentration, and levels of NO, pyrogenic prostaglandin E2, and tumour necrosis factor α in the aqueous humour in animal groups treated with crude chokeberry extract were significantly reduced, and the effect size was dose-dependent [Citation56]. Consequently, standardization of the content of anthocyanin compounds, which play a key health-protective role, in chokeberry products should be considered for their use.
One of the potential limitations of the current study is the relatively small sample size (n = 12 and n = 8 in the supplemented and placebo groups, respectively). Future studies examining the antioxidant effect of chokeberry in professional athletes should incorporate larger sample size and/or implement crossover design. In addition, participant play position or volume of competition play (starters vs. non-starters) was not considered in the randomization process in the current study. These factors should be addressed in future studies. Furthermore, the diet regime was not controlled in the current study, and potential changes in the amount of fruit and/or vegetable consumption might have interfered with the intervention [Citation57]. In addition, subject compliance was not controlled. Implementation of a web-based app with reminders of the supplementation time and dosage might potentially resolve this problem.
Conclusions
Chokeberry juice supplementation of footballers’ diet did not affect the indicators of inflammation and iron management, pro-oxidative-antioxidant balance, and blood morphology determined during the applied stress test. This could be explained by both, good adaptation of the athletes to the applied exercise load and the insufficient antioxidant capacity of the chokeberry juice tested. Because of the relatively small sample size in the current study, further studies should be conducted with a larger sample and/or implementation of crossover design. Further research should consider the supply of chokeberry in a more concentrated form, e.g. as a concentrate or lyophilizate, to compare the effects of chokeberry supplement types (e.g. juice, concentrate, mixtures) or of various levels of antioxidant potential. Extremely intensive physical exercise can potentially lead to excessive muscle damage, which would decrease training progress. Hence, future research should examine the possible mitigating effects of chokeberry juice on muscle damage and training progress improvement.
Authors’ contributions
BS, MC and ASS designed the study; BS, MC, EP and TK collected the data; BS, SK and ASS interpreted the results and drafted the manuscript. All authors approved the final version of the paper.
Declarations
Ethics approval and consent to participate
The research was conducted according to the Declaration of Helsinki and after the positive opinion from the local Bioethics Committee at Collegium Medicum in Bydgoszcz (consent No. KB 382/2017). All subjects were informed about the purpose of the research and the procedures used, and voluntarily agreed to participate in the experiment.
Consent for publication
Not applicable.
Competing interests
The authors declare no conflict of interest, financial or otherwise. The authors declare that the results of the study are presented clearly, honestly, and without fabrication, falsification or inappropriate data manipulation.
Abbreviations
ANOVA | = | Analysis of variance |
n | = | Sample size |
F | = | Result of variance analysis |
t | = | Ratio of the departure of the estimated value of a parameter from its hypothesized value to its standard error/result of Satterthwaite’s method |
p | = | P-value |
% | = | Percent |
σ | = | Standard deviation |
SD | = | Standard deviation |
= | Arithmetic average | |
V | = | Coefficient of variation |
min | = | Minimum |
max | = | Maximum |
R | = | Language and environment for statistical computing and graphics |
phia | = | Post-hoc interaction analysis R package |
ggplot2 | = | Data visualization package for the statistical programming language R |
REML | = | Restricted maximum likelihood |
FDR | = | False discovery rate |
CI | = | Confidence interval |
DPPH | = | 2,2-diphenyl-1-picrylhydrazyl |
ABTS | = | 2,2′-azino-bis (3-ethylbenzothiazoline-6-sulphonic acid) |
UV-VIS | = | Ultraviolet–visible |
OH | = | Hydroxyl radical |
URTI | = | Upper respiratory tract infection |
vs | = | Versus |
mg | = | Milligram |
ml | = | Millilitre |
ng | = | Nanogram |
pg | = | Picogram |
μg | = | Microgram |
°C | = | Degrees Celsius |
VO2max | = | Maximal oxygen consumption |
rpm | = | Revolutions per minute |
s | = | Second |
min | = | Minute |
h | = | Hour |
Fe | = | Serum iron |
WBC | = | White blood cells |
RBC | = | Red blood cells |
HGB | = | Haemoglobin |
HCT | = | Haematocrit |
MCV | = | Corpuscular volume |
MCH | = | Corpuscular haemoglobin |
MCHC | = | Corpuscular haemoglobin concentration |
BMI | = | Body mass index |
IL-6 | = | Interleukin 6 |
TAC | = | Total antioxidant capacity |
TAS | = | Total antioxidants status |
TBARS | = | Thiobarbituric acid reactive substances |
8-OHdG | = | Hydroxy-2′-deoxyguanosine |
Nrf2 | = | Nuclear factor erythroid 2-related factor 2 |
ARE | = | Antioxidative response |
RNA | = | Ribonucleic acid |
DNA | = | Deoxyribonucleic acid |
LDL | = | Low-density lipoprotein |
kg | = | Kilogram |
mmol | = | Millimole |
Cd | = | Cadmium |
MAP | = | Mitogen-activated protein |
NF-κB | = | Nuclear factor kappa B |
ROS | = | Reactive oxygen species |
NO | = | Nitric oxide radical |
eNOS | = | Endothelial nitric oxide synthase |
iNOS | = | Inducible nitric oxide synthase |
PGC-1α | = | Peroxisome proliferator-activated receptor gamma coactivator 1-alpha |
mtTFA | = | Mitochondrial transcription factor A |
LOOH | = | Lipid hydroperoxides |
EIMD | = | Exercise-induced muscle damage |
PGE2 | = | Prostaglandin E2 |
TNF α | = | Tumour necrosis factor α |
et al. | = | And others |
KB | = | Bioethics committee |
Acknowledgements
The authors would like to thank MUKS Zawisza Bydgoszcz coaches and players for participating in the project.
Funding
This study received no external funding.
Availability of data and materials
Data and publication materials are available from the corresponding author on reasonable request.
Publisher’s Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
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