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Updated: Jun 16, 2026

Assessment of Physical Activity Intensity with Accelerometers and Oxygen Consumption
Published on: June 20, 2025
Predicting VO(2max) with an objectively measured physical activity in Japanese men
Zhen-Bo Cao1, Nobuyuki Miyatake, Mitsuru Higuchi
1Health Promotion and Exercise Program, National Institute of Health and Nutrition, Shinjuku-Ku, Tokyo, Japan. caozb@nih.go.jp
Objective physical activity measures like daily steps and vigorous activity can estimate maximal oxygen uptake (VO2max) in Japanese men. Combining step counts with vigorous physical activity (VPA) improved VO2max prediction accuracy.
Area of Science:
- Exercise Physiology
- Biometrics
- Public Health
Background:
- Estimating maximal oxygen uptake (VO2max) is crucial for assessing cardiorespiratory fitness.
- Objective measures of physical activity (PA) are needed for accurate VO2max prediction.
- Previous studies have explored non-exercise models for VO2max estimation.
Purpose of the Study:
- To investigate the utility of accelerometer-derived physical activity variables for estimating VO2max in Japanese adult men.
- To develop and validate non-exercise models for predicting VO2max using objective PA data.
- To determine the optimal combination of PA variables for improving VO2max prediction accuracy.
Main Methods:
- Recruited 127 Japanese adult men (aged 20-69 years).
- Measured VO2max via bicycle ergometer maximal incremental test.
- Assessed daily step counts (SC) and moderate-to-vigorous (MVPA) and vigorous PA (VPA) using accelerometers for seven days.
- Developed and cross-validated non-exercise regression models using hierarchical linear regression.
Main Results:
- SC, MVPA, and VPA were significantly correlated with VO2max after adjusting for age (r=0.58, 0.42, 0.51, respectively).
- Models combining age, SC, and VPA with BMI or waist circumference achieved high predictive accuracy (R²=0.71-0.74, SEE=3.9-4.2 ml kg⁻¹ min⁻¹).
- Combining SC with VPA, not MVPA, enhanced VO2max prediction and explained more variance.
Conclusions:
- Accelerometer-derived physical activity variables, particularly step counts and vigorous PA, are valuable for estimating VO2max in Japanese adult men.
- Non-exercise models incorporating objective PA data offer a practical approach to assess cardiorespiratory fitness.
- The findings support the use of SC and VPA in regression models for accurate VO2max prediction.
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