Submitted:
04 July 2026
Posted:
06 July 2026
You are already at the latest version
Abstract
Keywords:
1. Introduction
2. Materials and Methods
2.1. Study Design
2.2. Participants
2.3. Ethical Approval
2.4. Training Session Structure by Exercise Modality
2.5. Anthropometry and Body Composition
2.6. Cardiorespiratory Assessment
2.7. Muscular Strength and Flexibility Assessment
2.8. Dietary Habits and Dietary Supplement Assessment
2.9. Statistical Analysis
3. Results
3.1. Participant Characteristics
3.2. Cardiorespiratory Characteristics
3.3. Body Composition Characteristics
3.4. Muscular Strength and Flexibility
3.5. Dietary Habits and Dietary Supplement Use
Mediterranean Diet
3.6. Dietary Supplement Use
4. Discussion
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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| Variable | Mixed training (n = 52) |
Pilates (n = 46) |
CrossFit (n = 50) |
p | η² |
| Mean ± SD | Mean ± SD | Mean ± SD | |||
| Age (years) | 33.67 ± 6.01 | 33.80 ± 7.26 | 32.02 ± 5.80 | 0.301 | 0.02 |
| Training age (years) | 3.56 ± 2.16 | 2.98 ± 1.86 | 3.52 ± 2.17 | 0.316 | 0.02 |
| Body weight (kg) | 74.58 ± 15.54 | 73.07 ± 14.08 | 72.67 ± 13.00 | 0.777 | 0.00 |
| Height (cm) | 174.54 ± 8.84 | 173.89 ± 7.67 | 172.32 ± 10.40 | 0.451 | 0.01 |
| BMI (kg/m²) | 24.29 ± 3.61 | 24.08 ± 3.86 | 24.30 ± 2.53 | 0.937 | 0.00 |
| A. Males | |||||
| Mixed training (n = 26) |
Pilates (n = 21) |
CrossFit (n = 25) |
|||
| Variable | Mean ± SD | Mean ± SD | Mean ± SD | p | η² |
| METs | 13.79 ± 2.66ᵃ | 10.19 ± 2.54ᵇ | 13.48 ± 1.87ᵃ | <0.001 | 0.31 |
| VO₂max (ml·kg⁻¹·min⁻¹) | 48.22 ± 9.33ᵃ | 34.97 ± 9.11ᵇ | 47.10 ± 6.36ᵃ | <0.001 | 0.33 |
| VO₂ at VAT (ml·kg⁻¹·min⁻¹) | 24.08 ± 4.75ᵃ | 19.79 ± 3.18ᵇ | 21.78 ± 2.52ᵃᵇ | 0.001 | 0.19 |
| VO₂max (ml·min⁻¹) | 4027.62 ± 642.06ᵃ | 2912.14 ± 737.62ᵇ | 3891.88 ± 572.59ᵃ | <0.001 | 0.36 |
| VO₂ at VAT (ml·min⁻¹) | 2034.96 ± 418.56ᵃ | 1652.90 ± 301.67ᵇ | 1798.76 ± 226.73ᵇ | 0.001 | 0.19 |
| Anaerobic threshold (%VO₂max) | 50.54 ± 9.19ᵃᵇ | 57.29 ± 11.64ᵃ | 46.76 ± 9.44ᵇ | 0.003 | 0.16 |
| Anaerobic threshold (%HRmax) | 67.65 ± 7.58 | 70.10 ± 8.64 | 65.08 ± 8.78 | 0.132 | 0.06 |
| B. Females | |||||
| Mixed training (n = 26) |
Pilates (n = 25) |
CrossFit (n = 25) |
|||
| Variable | Mean ± SD | Mean ± SD | Mean ± SD | p | η² |
| METs | 11.33 ± 1.40ᵇ | 9.22 ± 1.70ᶜ | 12.48 ± 1.38ᵃ | <0.001 | 0.45 |
| VO₂max (ml·kg⁻¹·min⁻¹) | 39.60 ± 4.89ᵇ | 32.30 ± 5.94ᶜ | 43.59 ± 4.80ᵃ | <0.001 | 0.45 |
| VO₂ at VAT (ml·kg⁻¹·min⁻¹) | 22.13 ± 2.98 | 20.86 ± 2.89 | 22.75 ± 3.07 | 0.080 | 0.07 |
| VO₂max (ml·min⁻¹) | 2525.35 ± 367.90ᵃ | 2042.24 ± 301.61ᵇ | 2696.84 ± 403.91ᵃ | <0.001 | 0.38 |
| VO₂ at VAT (ml·min⁻¹) | 1413.23 ± 235.43 | 1327.96 ± 202.25 | 1406.00 ± 232.58 | 0.331 | 0.03 |
| Anaerobic threshold (%VO₂max) | 55.77 ± 8.23ᵇ | 65.88 ± 13.51ᵃ | 51.80 ± 6.80ᵇ | <0.001 | 0.27 |
| Anaerobic threshold (%HRmax) | 67.81 ± 18.81 | 68.40 ± 22.11 | 68.64 ± 7.22 | 0.981 | 0.00 |
| Exercise modality | Adjusted VO₂max (ml·kg⁻¹·min⁻¹) Mean ± SE | 95% CI for Mean |
| Mixed training | 44.05 ± 0.93ᵃ | 42.20 – 45.90 |
| Pilates | 33.87 ± 1.00ᵇ | 31.88 – 35.85 |
| CrossFit | 44.98 ± 0.96ᵃ | 43.08 – 46.88 |
| A. Males | |||||
| Mixed training (n = 26) |
Pilates (n = 21) |
CrossFit (n = 25) |
|||
| Variable | Mean ± SD | Mean ± SD | Mean ± SD | p | η² |
| Fat mass (kg) | 12.94 ± 7.93ᵇ | 18.68 ± 6.93ᵃ | 13.18 ± 4.86ᵇ | 0.004 | 0.15 |
| Lean mass (%) | 86.08 ± 8.62ᵃ | 78.50 ± 4.59ᵇ | 84.46 ± 5.05ᵃ | 0.002 | 0.18 |
| Lean mass (kg) | 72.63 ± 9.16ᵃ | 65.14 ± 4.97ᵇ | 70.01 ± 5.84ᵃᵇ | 0.003 | 0.16 |
| Phase angle (°) | 7.81 ± 2.96ᵃ | 6.46 ± 0.80ᵇ | 7.75 ± 1.88ᵃ | 0.041 | 0.09 |
| Impedance (Ω) | 440.52 ± 74.69ᵇ | 511.76 ± 47.22ᵃ | 442.42 ± 56.19ᵇ | 0.006 | 0.14 |
| B. Females | |||||
| Mixed training (n = 26) |
Pilates (n = 25) |
CrossFit (n = 25) |
|||
| Variable | Mean ± SD | Mean ± SD | Mean ± SD | p | η² |
| Fat mass (kg) | 15.18 ± 6.02ᵃᵇ | 18.45 ± 6.51ᵃ | 13.28 ± 4.19ᵇ | 0.012 | 0.12 |
| Lean mass (%) | 77.01 ± 6.61ᵃ | 72.03 ± 6.47ᵇ | 78.27 ± 6.45ᵃ | 0.009 | 0.13 |
| Lean mass (kg) | 49.18 ± 6.47 | 46.10 ± 4.42 | 47.99 ± 6.40 | 0.148 | 0.05 |
| Phase angle (°) | 6.68 ± 1.60 | 6.20 ± 0.96 | 7.17 ± 1.85 | 0.118 | 0.06 |
| Impedance (Ω) | 555.23 ± 82.78ᵇ | 618.08 ± 77.23ᵃ | 525.56 ± 71.45ᵇ | 0.015 | 0.11 |
| Exercise modality | Adjusted fat mass (%) Mean ± SE |
95% CI for Mean |
| Mixed training | 18.65 ± 0.86ᵇ | 16.94 – 20.36 |
| Pilates | 24.89 ± 0.93ᵃ | 23.05 – 26.72 |
| CrossFit | 18.67 ± 0.89ᵇ | 16.90 – 20.44 |
| A. Males | |||||
| Mixed training (n = 26) |
Pilates (n = 21) |
CrossFit (n = 25) |
|||
| Variable | Mean ± SD | Mean ± SD | Mean ± SD | p | η² |
| Muscular strength | |||||
| Handgrip strength, left (kg) | 54.17 ± 8.84ᵃ | 45.48 ± 8.17ᵇ | 47.02 ± 8.72ᵇ | 0.006 | 0.14 |
| Handgrip strength, right (kg) | 55.35 ± 9.73ᵃ | 47.38 ± 7.03ᵇ | 49.55 ± 9.01ᵃᵇ | 0.011 | 0.12 |
| Dominant handgrip strength (kg) | 56.28 ± 9.61ᵃ | 48.41 ± 7.74ᵇ | 49.88 ± 8.34ᵇ | 0.005 | 0.14 |
| Flexibility | |||||
| Sit-and-reach (cm) | 3.27 ± 9.87 | 0.00 ± 11.90 | 3.28 ± 9.08 | 0.420 | 0.03 |
| Back scratch (cm) | 10.12 ± 11.57 | 7.47 ± 12.47 | 4.68 ± 8.86 | 0.215 | 0.05 |
| B. Females | |||||
| Mixed training (n = 26) |
Pilates (n = 25) |
CrossFit (n = 25) |
|||
| Variable | Mean ± SD | Mean ± SD | Mean ± SD | p | η² |
| Muscular strength | |||||
| Handgrip strength, left (kg) | 31.24 ± 5.35 | 28.97 ± 5.67 | 30.76 ± 5.41 | 0.184 | 0.04 |
| Handgrip strength, right (kg) | 32.26 ± 5.50 | 30.90 ± 5.94 | 31.66 ± 5.13 | 0.412 | 0.02 |
| Dominant handgrip strength (kg) | 32.70 ± 6.06 | 31.68 ± 5.21 | 32.44 ± 5.42 | 0.797 | 0.01 |
| Flexibility | |||||
| Sit-and-reach (cm) | 12.04 ± 8.06 | 8.20 ± 6.25 | 11.08 ± 6.04 | 0.071 | 0.07 |
| Back scratch (cm) | 0.92 ± 2.91 | 2.24 ± 5.65 | 0.72 ± 2.81 | 0.326 | 0.03 |
| Exercise modality | Adjusted dominant handgrip strength (kg) Mean ± SE | 95% CI for Mean |
| Mixed training | 44.32 ± 0.99ᵃ | 42.36 – 46.27 |
| Pilates | 40.26 ± 1.06ᵇ | 38.16 – 42.36 |
| CrossFit | 41.16 ± 1.01ᵃᵇ | 39.16 – 43.17 |
| A. Males | |||||
| Mixed training (n = 26) |
Pilates (n = 21) |
CrossFit (n = 25) |
|||
| Variable | Mean ± SD | Mean ± SD | Mean ± SD | p | η² |
| Mediterranean diet score (0–55) | 29.9 ± 3.3† | 32.0 ± 3.7* | 28.3 ± 4.6† | 0.008 | 0.13 |
| B. Females | |||||
| Mixed training (n = 26) |
Pilates (n = 25) |
CrossFit (n = 25) |
|||
| Variable | Mean ± SD | Mean ± SD | Mean ± SD | p | η² |
| Mediterranean diet score (0–55) | 30.9 ± 4.8 | 32.5 ± 2.9 | 34.0 ± 5.6 | 0.053 | 0.08 |
| Exercise modality | Adjusted Mediterranean diet score Mean ± SE | 95% CI for Mean |
| Mixed training | 30.45 ± 0.82 | 28.82 – 32.08 |
| Pilates | 32.38 ± 0.87 | 30.65 – 34.11 |
| CrossFit | 31.12 ± 0.84 | 29.45 – 32.79 |
| Dietary supplement | Men, N (%) |
Women, N (%) | p |
| Proteins | 30 (41.7) | 13 (17.1) | 0.362 |
| Creatine | 16 (22.2) | 7 (9.2) | |
| Vitamins | 13 (18.1) | 9 (11.8) | |
| Amino acids | 4 (5.6) | 5 (6.6) | |
| Iron | 3 (4.2) | 4 (5.3) | |
| Caffeine | 3 (4.2) | 3 (3.9) | |
| Energy drinks | 3 (4.2) | 2 (2.6) | |
| Carbohydrates | 3 (4.2) | 0 (0.0) | |
| Isotonic drinks | 2 (2.8) | 3 (3.9) | |
| Other minerals | 1 (1.4) | 0 (0.0) | |
| Carnitine | 1 (1.4) | 0 (0.0) | |
| Glutamine | 0 (0.0) | 1 (1.3) |
| Supplement | Performance N (%) | Appearance N (%) | Medical N (%) | p |
| Proteins | 14 (38.9) | 5 (31.3) | 2 (18.2) | 0.132 |
| Creatine | 8 (22.2) | 3 (18.8) | 1 (9.1) | |
| Vitamins | 7 (19.4) | 5 (31.3) | 0 (0.0) | |
| Amino acids | 5 (13.9) | 3 (18.8) | 0 (0.0) | |
| Carbohydrates | 2 (5.6) | 0 (0.0) | 0 (0.0) | |
| Iron | 2 (5.6) | 1 (6.3) | 2 (18.2) | |
| Caffeine | 2 (5.6) | 1 (6.3) | 0 (0.0) |
| Supplement | Mixed N (%) | Pilates N (%) | CrossFit N (%) | p |
| Proteins | 12 (23.1) | 12 (26.1) | 19 (38.0) | 0.070 |
| Creatine | 8 (15.4) | 6 (13.0) | 9 (18.0) | |
| Vitamins | 5 (9.6) | 11 (23.9) | 6 (12.0) | |
| Iron | 3 (5.8) | 4 (8.7) | 0 (0.0) | |
| Amino acids | 0 (0.0) | 3 (6.5) | 6 (12.0) |
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