| Literature DB >> 32244582 |
Caio Victor Sousa1, Rinaldo Wellerson Pereira2, Thomas Rosemann3, Pantelis T Nikolaidis4, Beat Knechtle3,5.
Abstract
The present case study analyzed performance, pacing, and potential predictors in a self-paced world record attempt of a professional triathlete to finish 40 Ironman-distance triathlons within 40 days. Split times (i.e., swimming, cycling, running) and overall times, body weight, daily highest temperature, wind speed, energy expenditure, mean heart rate, and sleeping time were recorded. Non-linear regressions were applied to investigate changes in split and overall times across days. Multivariate regression analyses were performed to test which variables showed the greatest influence on the dependent variables cycling, running and overall time. The athlete completed the 40×Ironman distances in a total time of 444:22 h:min. He spent 50:26 h:min in swimming, 245:37 h:min in cycling, 137:17 h:min in running and 11:02 h:min in transition times. Swimming and cycling times became slower across days, whereas running times got faster until the 20th day and, thereafter, became slower until the 40th day. Overall times got slower until the 15th day, became faster to 31st, and started then to get slower until the end. Wind speed, previous day's race time and average heart race during cycling were significant independent variables influencing cycling time. Body weight and average heart rate during running were significant independent variables influencing running performance. Cycling performance, running performance, and body weight were significant independent variables influencing overall time. In summary, running time was influenced by body weight, cycling by wind speed, and overall time by both running and cycling performances.Entities:
Keywords: cycling; recovery; running; swimming; ultra-endurance
Year: 2020 PMID: 32244582 PMCID: PMC7177248 DOI: 10.3390/ijerph17072390
Source DB: PubMed Journal: Int J Environ Res Public Health ISSN: 1660-4601 Impact factor: 3.390
Figure 1Ten-day average times of swimming, cycling, running, and overall time in 40 Ironman-distance triathlons. *: statistical significance (p < 0.05) for time-effect. (A): Swimming time; (B): Cycling time; (C): Running time; (D): Overall time.
Split and overall times (minutes), coefficient of variance (CV) and goodness of fit in 2nd order polynomial regression (R2) for 40 Ironman-distance triathlons for 40 consecutive days.
| Times | Mean (±SD) | Min–Max | CV | R2 |
|---|---|---|---|---|
| Swimming split time | 75.6 (1.4) | 71.8–79.9 | 1.9 | 0.63 |
| Cycling split time | 368.4 (11.3) | 347.0–399.8 | 3.1 | 0.00 |
| Running split time | 205.9 (9.5) | 192.6–230.0 | 4.6 | 0.41 |
| Overall time | 666.5 (21.0) | 628.5–720.0 | 3.1 | 0.13 |
Figure 2Times of swimming, cycling, running, and transition in 40 Ironman-distance triathlons in 40 days.
Total energy expenditure, average heart rate, sleep time and body weight during 40 Ironman-distance triathlons for 40 consecutive days.
| Measured Variables | Mean (±SD) | Min–Max |
|---|---|---|
| Energy expenditure (total kcal) | 7780.2 (319.5) | 7159.0–8815.0 |
| Average heart rate in cycling (bpm) | 106.9 (6.3) | 99.0–131.0 |
| Average heart rate in running (bpm) | 116.5 (5.6) | 108.0–136.0 |
| Sleep duration (min) | 405.5 (37.6) | 232.0–478.0 |
| Morning body weight (kg) | 74.8 (1.3) | 73.6–77.8 |
Figure 3Non-linear regression for overall performance, weather and physiological variables in 40 Ironman-distance triathlons in 40 days. *: third-order polynomial fit; all other regressions were second-order polynomial fits. (A): overall performance; (B): average heart rate (HR) during cycling and running; (C): body mass; (D): wind speed and average temperature; (E): energy expenditure; (F): sleep minutes between race days.
Results of the multivariate regression models to test which variable has the highest influence in swimming, cycling, running and overall time in 40 Ironman-distance triathlons in 40 days.
| Independent Variables | Standardized β | ||
|---|---|---|---|
| Model 1 | Sleep time | −0.09 | 0.59 |
| Body weight | −0.46 | 0.06 | |
| Wind speed | 0.47 | 0.01 | |
| Overall time previous day | 0.10 | 0.57 | |
| Temperature | −0.18 | 0.40 | |
| Model 2 | Swimming time | −0.01 | 0.96 |
| Sleep time | 0.04 | 0.68 | |
| Body weight | −0.08 | 0.57 | |
| Wind speed | 0.29 | 0.01 | |
| Overall time previous day | 0.51 | <0.01 | |
| Temperature | 0.12 | 0.33 | |
| Average heart rate | −0.61 | <0.01 | |
| Model 3 | Swimming time | 0.221 | 0.12 |
| Cycling time | 0.11 | 0.53 | |
| Sleep time | −0.13 | 0.25 | |
| Body weight | 0.64 | <0.01 | |
| Wind speed | −0.01 | 0.97 | |
| Overall time previous day | 0.08 | 0.61 | |
| Temperature | 0.19 | 0.25 | |
| Average heart rate | −0.50 | 0.02 | |
| Model 4 | Swimming time | 0.04 | 0.29 |
| Cycling time | 0.60 | <0.01 | |
| Running time | 0.45 | <0.01 | |
| Sleep time | −0.01 | 0.71 | |
| Body weight | 0.14 | 0.01 | |
| Wind speed | −0.05 | 0.14 | |
| Overall time previous day | 0.02 | 0.69 | |
| Energy expenditure | 0.00 | 0.99 | |
| Temperature | 0.02 | 0.59 |