VO2max improvement—the enhancement of maximal oxygen uptake—varies widely across individuals in response to aerobic exercise.
This systematic review and meta-analysis, conducted by Renwick et al., investigates the individual variability in VO2max responses to aerobic training interventions, assessing whether specific exercise protocols consistently produce improvements across diverse participants.
The researchers sought to determine if VO2max response variability, often thought to reflect individual trainability, can be statistically confirmed or if it’s largely influenced by measurement error and study limitations.
Study Methodology: Analyzing Individual Response to VO2max Improvement
The study team performed an extensive literature search, filtering over 32,000 studies from databases such as EMBASE, PubMed, and SCOPUS to find research meeting stringent criteria. Studies were included if they:
- Used human participants.
- Featured standardized and supervised aerobic training.
- Measured VO2max improvement, with a non-exercise control group for comparison.
- Reported standard deviation (SD) of VO2max changes to calculate individual response variability.
In total, 24 studies met these criteria, providing a dataset robust enough for a meta-analysis of the standard deviation of individual response (SDIR).
By using SDIR, the researchers aimed to quantify inter-individual differences, looking specifically at whether these differences were statistically significant enough to suggest consistent variability in trainability across different people.
Key Findings: Measurement Error vs. True Variability in VO2max Improvement
The results of this meta-analysis challenge the common assumption that VO2max response variability is a reliable indicator of trainability differences. Key findings include:
- Measurement Error: The majority of variability in VO2max improvements was attributed to measurement error rather than true physiological differences in trainability. This suggests that perceived individual differences are largely due to inconsistencies in data measurement, sample size, and study design rather than intrinsic response variability.
- Small Sample Size: When calculating SDIR within single studies, small sample sizes significantly limited the accuracy of inter-individual comparisons. Small participant groups increase the margin of error, making it difficult to distinguish between genuine physiological differences and random variability.
- Lack of Strong Evidence for Trainability: The meta-analysis concluded that evidence for genuine inter-individual variability in VO2max trainability was weak. The pooled data did not support the hypothesis that specific, clinically relevant predictors of VO2max response can be identified based on individual traits.
Implications of Findings on VO2max Improvement Research
These findings have implications for researchers and practitioners focusing on VO2max improvement as a fitness metric. Despite common beliefs about “high responders” and “low responders” to aerobic training, this study suggests that differences in VO2max improvements are less predictable than previously thought.
With most variation attributed to measurement error and study design limitations, future research should focus on refining these variables to accurately assess true VO2max improvements.
Moreover, this analysis raises questions about the value of using individual response variability as a predictor of trainability. Without clear evidence of consistent individual differences, it remains challenging to recommend specific training protocols based on perceived trainability differences.
Conclusion: Rethinking VO2max Trainability
Renwick et al.’s study sheds light on the importance of standardized measurement and large sample sizes in VO2maxresearch. The findings suggest that claims of individual differences in VO2max response should be approached with caution. While VO2max remains a valuable measure of aerobic fitness, its trainability may be less individualized than commonly believed.
This research emphasizes the need for more precise methodology to truly understand individual response variability in aerobic training outcomes.
For those looking to improve their VO2max, these findings underscore the benefits of standardized, consistent training over targeting perceived individual trainability differences.
References
Rose EA, Parfitt G. A quantitative analysis and qualitative explanation of the individual differences in affective responses to prescribed and self-selected exercise intensities. J Sport Exerc Psychol. 2007;29:281–309. – PubMed – DOI
Senn S, Rolfe K, Julious SA. Investigating variability in patient response to treatment–a case study from a replicate cross-over study. Stat Methods Med Res. 2011;20:657–66. – PubMed – DOI
Bouchard C, Antunes-Correa LM, Ashley EA, Franklin N, Hwang PM, Mattsson CM, et al. Personalized preventive medicine: genetics and the response to regular exercise in preventive interventions. Prog Cardiovasc Dis. 2015;57:337–46. – PubMed – DOI
König IR, Fuchs O, Hansen G, von Mutius E, Kopp MV. What is precision medicine? Eur Respir J. 2017;50:1700391. – PubMed – DOI
Bouchard C, An P, Rice T, Skinner JS, Wilmore JH, Gagnon J, et al. Familial aggregation of VO(2max) response to exercise training: results from the HERITAGE Family Study. J Appl Physiol. 1985;1999(87):1003–8.






