Biochemical and Perceptual Markers of Physiological Stress During Acute Exercise Overload in U20 Elite Basketball Players
The allostatic load index (ALindex) measures the cumulative physiological burden on the body due to stress. This prospective cohort study examined the relationships between certain molecular biomarkers, physical variables, and psychometric variables during deload and overload microcycles to contribute to developing an ALindex in professional team-sport athletes. Twelve elite male basketball players (18.3 [0.9] years; 77.2 [5.7] kg; 185 [9.0] cm) were monitored during two microcycles (deload and overload). Blood creatine kinase (CK) and urea levels, countermovement jump (CMJ), session-RPE (RPE × session duration [min], its exponentially weighted moving average [EWMA]), and a cumulative wellness score (sleep, stress, fatigue, muscle soreness, and mood) were assessed at different time points. Bayesian and robust statistics (Cohen’s ξ) were employed. CK rose from 222 U/L (deload) to 439 U/L (overload; +98%, large effect ξ = 0.65), while session-RPE load more than doubled (270 [269] AU to 733 [406] AU, ξ > 0.8). No difference was found in urea and wellness scores (cumulative or other components). CK levels showed moderate positive correlations with both EWMA of session-RPE (ρ = 0.346, p = 0.002) and reduced sleep quality (ρ = 0.25, p = 0.018). Bayesian modeling identified the EWMA of session-RPE as the strongest predictor of jump-defined fatigue (β = 0.012, 95% HDI [0.004, 0.021]), while CK demonstrated a small negative association (β = −0.009, HDI [−0.016, −0.001]). Finally, a principal component analysis (PCA) revealed that CK and the EWMA of session-RPE were robust indicators of physiological stress. A parsimonious index based on PCA loadings ([0.823 × CK] + [0.652 × EWMA of session-RPE]) demonstrated strong discriminative validity between microcycle phases (overload: 515, 95% HDI [442, 587] versus deload: 250, 95% HDI [218, 283], BF10 > 100,000). CK and session-RPE may serve as sensitive biomarkers for inclusion in the ALindex for team sport athletes.
Authors
- Gustavo Humeres (ORCID: https://orcid.org/0000-0002-3688-3082)
- Diego A. Bonilla (ORCID: https://orcid.org/0000-0002-2634-1220)
- Adrián Odriozola-Martínez (ORCID: https://orcid.org/0000-0002-1109-1492)
- Jeffrey R. Stout (ORCID: https://orcid.org/0000-0001-6114-1649)
- Andrés Rojas-Jaramillo (ORCID: https://orcid.org/0000-0002-2745-6660)
- Jhonatan González-Santamaría (ORCID: https://orcid.org/0000-0001-9723-5612)
- Andrés García (ORCID: https://orcid.org/0009-0006-4586-0698)
- Juan M. López-Cuervo
Institutions
- University of Central Florida (US)
- University of the Basque Country (ES)
- Technological University of Pereira (CO)
- National University of General San Martín (AR)
- Universidad de Antioquia (CO)
- Fundación Universitaria del Área Andina (CO)
- Corporación Universitaria Minuto de Dios (CO)
Publication Details
- Journal
- Stresses
- Published
- 2025-08-18
- DOI
- https://doi.org/10.3390/stresses5030052
- Primary Topic
- Sports Performance and Training
- Type
- article
- Field-Weighted Citation Impact
- 0.00
Funders
- Universidad de Antioquia