Can Non-Conventional Blood Biomarkers Improve Running Performance Prediction? A Proof of Concept
Conventional measures such as maximal oxygen uptake (V˙O<sub>2</sub>max), although widely regarded as the gold standard, do not fully capture endurance performance. Therefore, this study investigated whether a 2.4 km Cooper test elicits measurable changes in blood-based biomarkers (decorin, hypoxanthine, N-terminal pro-B-type natriuretic peptide (NT-proBNP), brain-derived neurotrophic factor (BDNF)) and whether integrating these markers may improve performance prediction in a heterogeneous sample of runners. In this cross-sectional observational proof-of-concept study, thirty-three participants completed the 2.4 km Cooper test, with venous blood samples collected at baseline and post-test. Non-parametric statistical tests were used to assess biomarker changes (<i>α</i> = 0.05), with exploratory correlations evaluated using Spearman's <i>ρ</i>. To examine whether blood-based biomarkers provide information beyond conventional field-based predictors, Ridge regression with leave-one-out cross-validation (LOOCV) was applied to predict 10 km race time in a subsample of 24 participants who completed a 10 km race two weeks later. The Cooper test elicited significant post-test changes in decorin, hypoxanthine, and BDNF (all <i>p</i> < 0.001). Higher post-test decorin (<i>ρ</i> = -0.44, <i>p</i> = 0.010) and hypoxanthine (<i>ρ</i> = -0.37, <i>p</i> = 0.034) were associated with faster Cooper test performance. In Ridge regression analysis, adding post-test decorin to conventional predictors resulted in a minor reduction of 10 km race time prediction error. This study suggests that decorin may provide complementary information to a conventional field-based test in heterogeneous recreational runners. Post-test decorin marginally contributed to 10 km race performance prediction beyond established predictors, though external validation and comparison with directly measured V˙O<sub>2</sub>max are needed before practical application can be recommended.
Authors
- Matija Dvorski
- Marija Rakovac (ORCID: https://orcid.org/0000-0003-0098-4938)
- Sara Aničić
- Tomislav Kelava (ORCID: https://orcid.org/0000-0002-6665-116X)
- Damjan Dimnjaković (ORCID: https://orcid.org/0000-0002-5726-4301)
- Ivo Krešić
- Alan Šućur
- Filip Koražija
- Ljiljana Ćulibrk
- Darja Flegar
Institutions
- Croatian Academy of Sciences and Arts (HR)
- University Hospital Centre Zagreb (HR)
- University of Mostar (BA)
- University of Zagreb (HR)
- Andrija Stampar Teaching Institute of Public Health (HR)
Publication Details
- Journal
- Life
- Published
- 2026-02-12
- DOI
- https://doi.org/10.3390/life16020320
- Primary Topic
- Genetics and Physical Performance
- Type
- article
- Field-Weighted Citation Impact
- 0.00