Cardiopulmonary Exercise Testing in Elite Athletes: Rethinking Sports Classification
Abstract
1. Introduction
2. Materials and Methods
2.1. Cardiopulmonary Exercise Test
- 1.
- in absolute (mL/min) and relative (mL/min/kg) values;
- 2.
- Power (expressed in Watts);
- 3.
- Heart rate (HR), bpm;
- 4.
- VCO2 (mL/min);
- 5.
- Respiratory quotient (RQ);
- 6.
- Oxygen Pulse (/HR).
- 7.
- Power (expressed in Watts);
- 8.
- (mL/min);
- 9.
- The slope of work efficiency (/watts).
2.2. Statistical Analysis
3. Results
4. Discussion
5. Limitations
6. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
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Skill | Power | Mixed | Endurance | P Pooled | P Pairwise | |
---|---|---|---|---|---|---|
N, (%) | 146 (14.1) | 343 (33.2) | 344 (33.3) | 200 (19.4) | ||
Age, years | 26.4 ± 8.5 | 24.3 ± 4 | 26 ± 5 | 26.4 ± 3.9 | <0.0001 | P vs. M, p < 0.0001; P vs. E, p < 0.0001; S vs. P, p = 0.0003; S vs. M, p = 0.643; S vs. E, p = 0.973; M vs. E, p = 0.454. |
Female, (%) | 61 (41.8) | 170 (49.6) | 167 (48.5) | 85 (42.5) | 0.218 | - |
Afro-Caribbean, n (%) | 0 (0) | 27 (7.9) | 12 (3.5) | 8 (4) | 0.0008 | S vs. P, p = 0.0005; S vs. M, p = 0.020; S vs. E, p = 0.014; P vs. M, p = 0.013; P vs. E, p = 0.076; M vs. E, p = 0.760. |
Height, cm | 173.7 ± 8.7 | 173.6 ± 9.8 | 180.7 ± 11.9 | 177.7 ± 10 | <0.0001 | S vs. M, p < 0.0001; S vs. E, p = 0.0001; P vs. M, p < 0.0001; P vs. E, p < 0.0001; M vs. E, p = 0.003; S vs. P, p = 0.927. |
Weight, kg | 71.8 ± 14.2 | 70.1 ± 14.1 | 77.8 ± 14.2 | 71.6 ± 13.1 | <0.0001 | S vs. M, p < 0.0001; P vs. M, p < 0.0001; M vs. E, p < 0.0001; S vs. P, p = 0.236; S vs. E, p = 0.905; P vs. E, p = 0.228; |
BMI, kg/m2 | 23.7 ± 3.8 | 23.1 ± 3.1 | 23.7 ± 2.4 | 22.5 ± 2.4 | <0.0001 | S vs. E, p = 0.005; P vs. M, p = 0.006; P vs. E, p = 0.018; M vs. E, p < 0.0001; S vs. P, p = 0.075; S vs. M, p = 0.968. |
BSA | 1.85 ± 0.21 | 1.82 ± 0.22 | 1.96 ± 0.24 | 1.87 ± 0.22 | <0.0001 | S vs. M, p < 0.0001; P vs. M, p < 0.0001; P vs. E, p = 0.010; M vs. E, p < 0.0001; S vs. E, p = 0.284; S vs. P, p = 0.241. |
SBP, mmHg | 114.5 ± 9.7 | 114.3 ± 10.7 | 115.8 ± 9.5 | 114.4 ± 10.1 | 0.180 | - |
DBP, mmHg | 69 ± 7.3 | 69 ± 7.6 | 71 ± 7.2 | 69.2 ± 7 | 0.0001 | S vs. M, p = 0.013; P vs. M, p < 0.0001; M vs. E, p = 0.004; S vs. P, p = 0.346; S vs. E, p = 0.984; P vs. E, p = 0.296. |
Familiarity for CAD, n (%) | 49 (33.6) | 119 (34.7) | 118 (34.3) | 52 (26) | 0.161 | - |
Smokers, n (%) | 22 (15.1) | 19 (5.5) | 46 (13.4) | 0 (0) | <0.0001 | S vs. P, p = 0.0005; S vs. E, p < 0.0001; P vs. M, p = 0.0004; P vs. E, p = 0.0007; M vs. E, p < 0.0001; S vs. M, p = 0.620. |
Skill | Power | Mixed | Endurance | P Pooled | P Pairwise | |
---|---|---|---|---|---|---|
N, (%) | 146 (14.1) | 343 (33.2) | 344 (33.3) | 200 (19.4) | ||
Rest HR, bpm | 63.8 ± 11.1 | 58.3 ± 10.6 | 56.8 ± 9.2 | 52.1 ± 10 | <0.0001 | P vs. M, p = 0.048; remaining p < 0.0001 |
Peak HR, bpm | 173.9 ± 12.5 | 169.4 ± 12.1 | 166 ± 12.1 | 166.1 ± 13.1 | <0.0001 | S vs. P, p = 0.0002; S vs. M, p < 0.0001; S vs. E, p < 0.0001; P vs. M, p = 0.0002; P vs. E, p = 0.002; M vs. E, p = 0.921. |
MTHR, % | 89.4 ± 4.9 | 85.9 ± 5.5 | 85.2 ± 5.3 | 85.1 ± 6.9 | <0.0001 | S vs. P, p < 0.0001; S vs. M, p < 0.0001; S vs. E, p < 0.0001; P vs. M, p = 0.078; P vs. E, p = 0.117; M vs. E, p = 0.817. |
Watt max | 197.9 ± 54.4 | 236.5 ± 62.3 | 252.1 ± 58.6 | 316.5 ± 94.3 | <0.0001 | All p < 0.0001. |
Watt/Kg | 2.79 ± 0.7 | 3.39 ± 0.8 | 3.23 ± 0.5 | 4.42 ± 1 | <0.0001 | All p < 0.0001. |
METs Peak | 10.3 ± 2.4 | 12 ± 2.3 | 11.5 ± 1.8 | 15.3 ± 6.3 | <0.0001 | P vs. M, p = 0.008; remaining p < 0.0001 |
Peak SBP, mmHg | 172.1 ± 22 | 170.8 ± 17.6 | 176.5 ± 17.6 | 177.2 ± 20.3 | <0.0001 | S vs. M, p = 0.021; S vs. E, p = 0.028; P vs. M, p < 0.0001; P vs. E, p = 0.0002; M vs. E, p = 0.672; S vs. P, p = 0.500. |
Peak DBP, mmHg | 81.1 ± 7.7 | 79.6 ± 8.1 | 80.3 ± 7.5 | 79.4 ± 6.8 | 0.115 | - |
max, mL/min/kg | 36.3 ± 7.9 | 42 ± 7.7 | 40.5 ± 5.8 | 52.4 ± 9.7 | <0.0001 | P vs. M, p = 0.005; remaining p < 0.0001 |
/Watt | 13.1 ± 1.9 | 12.5 ± 1.5 | 12.6 ± 1.6 | 12.6 ± 7 | 0.427 | - |
VCO2, mL/min | 2907.1 ± 709.5 | 3219.3 ± 839.5 | 3439 ± 763.9 | 3980 ± 989.3 | <0.0001 | P vs. M, p = 0.0004; remaining p < 0.0001. |
RQ | 1.15 ± 0.08 | 1.12 ± 0.08 | 1.11 ± 0.07 | 1.08 ± 0.08 | <0.0001 | P vs. M, p = 0.231; remaining p < 0.0001. |
O2 pulse, mL/beat | 14.9 ± 3.8 | 17.5 ± 4.6 | 19 ± 4.3 | 22.7 ± 5.8 | <0.0001 | All p < 0.0001 |
VE max, L/min | 90.7 ± 20.7 | 100.9 ± 28 | 104.7 ± 27 | 121.3 ± 33.7 | <0.0001 | P vs. M, p = 0.075; remaining p < 0.0001. |
VT, L | 2.41 ± 0.6 | 2.58 ± 1.6 | 2.68 ± 0.6 | 2.82 ± 0.7 | <0.0001 | S vs. M, p < 0.0001; S vs. E, p < 0.0001; M vs. E, p < 0.0001; P vs. M, p = 0.307; S vs. P, p = 0.225; P vs. E, p = 0.053. |
Watt @ LT1 | 104.1 ± 41 | 125.2 ± 47 | 134.2 ± 43.2 | 203.2 ± 93.6 | <0.0001 | All p < 0.0001 |
@ LT1 | 1543.1 ± 484.8 | 1756 ± 533.1 | 1869.5 ± 505.4 | 2563.3 ± 978.6 | <0.0001 | P vs. M, p = 0.004; remaining p < 0.0001. |
VE/VCO2 @ LT1 | 26.5 ± 2.8 | 26.4 ± 2.8 | 26.1 ± 3.1 | 27 ± 2.9 | 0.031 | P vs. E, p = 0.018; M vs. E, p = 0.005; S vs. P, p = 0.664; S vs. M, p = 0.334; S vs. E, p = 0.130; P vs. M, p = 0.463. |
Watt @ LT2 | 168.9 ± 56.2 | 205.4 ± 66.7 | 212.9 ± 76.7 | 275.4 ± 103.7 | <0.0001 | P vs. M, p = 0.191; remaining p < 0.0001. |
@ LT2 | 2279 ± 1066.8 | 2564.1 ± 752 | 2649.9 ± 905.6 | 3248.5 ± 1070.2 | <0.0001 | S vs. P, p = 0.001; S vs. M, p = 0.0002; S vs. E, p < 0.0001; P vs. M, p = 0.199; P vs. E, p < 0.0001; M vs. E, p < 0.0001. |
VE/VCO2 @ LT2 | 27.6 ± 3.3 | 27.7 ± 3.2 | 27 ± 3.2 | 27.9 ± 3.4 | 0.014 | P vs. M, p = 0.007; M vs. E, p = 0.006; S vs. P, p = 0.637; S vs. M, p = 0.103; S vs. E, p = 0.366; P vs. E, p = 0.534. |
Sport Category | Sport Discipline | N, (%) | max, mL/min/Kg |
---|---|---|---|
Skill 146 (14.1%) | Archery | 15 (10.3) | 30.1 ± 4.9 |
Skeet shooting | 29 (19.9) | 33 ± 11 | |
Target shooting | 19 (13) | 34.4 ± 5.9 | |
Golf | 43 (29.4) | 37 ± 5.9 | |
Park and street skateboarding | 5 (3.4) | 38.4 ± 9 | |
Equitation | 18 (12.3) | 39.5 ± 3.9 | |
Table tennis | 5 (3.4) | 41.8 ± 5.2 | |
Sailing | 12 (8.2) | 44.5 ± 5.6 | |
Power 343 (33.2%) | Weightlifting | 7 (2) | 35.6 ± 5.8 |
Diving | 16 (4.7) | 36.6 ± 4.8 | |
Synchronized swimming | 19 (5.5) | 37.2 ± 3.1 | |
Taekwondo | 13 (3.8) | 39.2 ± 6.8 | |
Athletics (<800 mt) | 67 (19.5) | 40 ± 6.5 | |
Boxing | 20 (5.8) | 41 ± 6.5 | |
Artistic gymnastics | 24 (7) | 41.1 ± 4.3 | |
Judo | 32 (9.3) | 41.3 ± 6.4 | |
Greek–Roman wrestling | 21 (6.1) | 41.4 ± 6.0 | |
Climbing | 20 (5.8) | 42.2 ± 6.6 | |
Muai Thai | 4 (1.1) | 42.4 ± 4 | |
Surfing | 4 (1.1) | 43 ± 8.4 | |
Swimming | 54 (15.7) | 44.4 ± 7.5 | |
Kickboxing | 14 (4.1) | 44.4 ± 5 | |
Karate | 11 (3.2) | 45.2 ± 5.3 | |
BMX and mountain biking | 17 (5) | 57.7 ± 11.7 | |
Mixed 344 (33.3%) | Volleyball | 66 (19.2) | 36.7 ± 5.2 |
Beach volleyball | 6 (1.7) | 38.5 ± 5.1 | |
Basketball | 31 (9) | 39.3 ± 5.5 | |
Rugby | 36 (10.5) | 40.4 ± 3.9 | |
Water polo | 61 (17.7) | 40.9 ± 3.9 | |
Fencing | 40 (11.6) | 41.3 ± 5.1 | |
Tennis and paddle | 22 (6.4) | 41.5 ± 5.5 | |
Beach soccer | 46 (13.4) | 42.4 ± 5.8 | |
Sporting dancing | 13 (3.8) | 43.8 ± 5.4 | |
Rhythmic gymnastics | 15 (4.4) | 44.6 ± 4.7 | |
Badminton | 8 (2.3) | 47.3 ± 7.2 | |
Endurance 200 (19.4%) | Canoeing | 46 (23) | 43.8 ± 5.3 |
Marathon swimming | 8 (4) | 47.7 ± 9 | |
Pentathlon | 17 (8.5) | 50.9 ± 3.9 | |
Rowing | 47 (23.5) | 52.1 ± 6.9 | |
Marathon running | 32 (16) | 54.1 ± 10.6 | |
Triathlon | 13 (6.5) | 58.2 ± 10.8 | |
Cycling | 37 (18.5) | 61.2 ± 8.7 |
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Squeo, M.R.; Ferrera, A.; Monosilio, S.; Spinelli, A.; Maestrini, V.; Mango, F.; Serdoz, A.; Zampaglione, D.; Fiore, R.; Pelliccia, A.; et al. Cardiopulmonary Exercise Testing in Elite Athletes: Rethinking Sports Classification. J. Clin. Med. 2025, 14, 4655. https://doi.org/10.3390/jcm14134655
Squeo MR, Ferrera A, Monosilio S, Spinelli A, Maestrini V, Mango F, Serdoz A, Zampaglione D, Fiore R, Pelliccia A, et al. Cardiopulmonary Exercise Testing in Elite Athletes: Rethinking Sports Classification. Journal of Clinical Medicine. 2025; 14(13):4655. https://doi.org/10.3390/jcm14134655
Chicago/Turabian StyleSqueo, Maria Rosaria, Armando Ferrera, Sara Monosilio, Alessandro Spinelli, Viviana Maestrini, Federica Mango, Andrea Serdoz, Domenico Zampaglione, Roberto Fiore, Antonio Pelliccia, and et al. 2025. "Cardiopulmonary Exercise Testing in Elite Athletes: Rethinking Sports Classification" Journal of Clinical Medicine 14, no. 13: 4655. https://doi.org/10.3390/jcm14134655
APA StyleSqueo, M. R., Ferrera, A., Monosilio, S., Spinelli, A., Maestrini, V., Mango, F., Serdoz, A., Zampaglione, D., Fiore, R., Pelliccia, A., & Di Gioia, G. (2025). Cardiopulmonary Exercise Testing in Elite Athletes: Rethinking Sports Classification. Journal of Clinical Medicine, 14(13), 4655. https://doi.org/10.3390/jcm14134655