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. 2021 Jul 2;12:701541. doi: 10.3389/fphys.2021.701541

TABLE 4.

Descriptive examination of the correlations and differences between other indirect methods and the measured VO2max.

Methods Reference Predicted VO2max CE t r ICC MAE MAPE (%)
(mL⋅kg–1⋅min–1) (mL⋅kg–1⋅min–1) (mL⋅kg–1⋅min–1)
Equation 1 Klusiewicz et al., 2016
Male (n = 23) 65.7 ± 6.1 5.0 ± 5.6 4.310* 0.568* 0.427* 6.0 ± 4.5 10.3
Female (n = 22) 59.5 ± 5.9 2.8 ± 3.5 3.701* 0.807* 0.723* 3.9 ± 2.3 6.9
All (n = 45) 62.7 ± 6.7 3.9 ± 4.8 5.513* 0.721* 0.604* 5.0 ± 3.8 8.6
Equation 2 Marsh, 2012
Male (n = 29) 62.1 ± 2.8 -0.2 ± 2.8 -0.333 0.602* 0.600* 2.2 ± 1.7 3.5
Female (n = 16) 57.8 ± 2.6 2.2 ± 4.5 1.954 0.125 0.099 3.6 ± 3.8 6.9
All (n = 45) 60.6 ± 3.4 0.7 ± 3.7 1.238 0.655* 0.615* 2.7 ± 2.5 4.8
Equation 3 Marsh, 2012
Male (n = 29) 64.0 ± 3.5 1.7 ± 2.3 4.116* 0.787* 0.704* 2.3 ± 1.7 3.6
Female (n = 16) 59.2 ± 3.4 3.6 ± 5.2 2.728* 0.008 0.006 4.8 ± 4.2 9.0
All (n = 45) 62.3 ± 4.2 2.4 ± 3.7 4.352* 0.671* 0.586* 3.1 ± 3.0 5.6

CE, constant error, arithmetic mean of the difference between estimated and measured VO2max; t, t value from paried sample t-test; r, pearson correlation coefficient; ICC, intraclass correlation coefficient; MAE, mean absolute error; and MAPE, mean absolute percentage error. *Statistically significant (P ≤ 0.05). Equation 1: VO2max (mL⋅kg–1⋅min–1) in males = (3.2131 + 0.0076 × PWC170) / body mass, VO2max (mL⋅kg–1⋅min–1) in females = (2.4138 + 0. × PWC170) / body mass. Equation 2: VO2 (mL⋅kg–1⋅min–1) = (speed (m⋅min–1) × 0.2) + (gradient × speed (m⋅min–1) × 0.9) + 3.5, where the estimated maximal speed was calculated as following steps, (1) linear regression was used based on steady-state heart rate values and running speed were obtained for each stage of the submaximal running test, (2) the linear line was then extrapolated to estimated maximal heart rate (220 – age) to determine the value of estimated maximal speed. Equation 3: VO2max (mL⋅kg–1⋅min–1) = VO2-stage 4 + b (HRmax – HR-stage 4), where the VO2-stage 4 was calculated based on the steady-state HR in stage 4 of the submaximal running test as the Eq. (2), HRmax refers to estimated maximal heart rate (220 – age), and the additional coefficient b is calculated from b = (VO2-stage 4 – VO2-stage 3) / (HR-stage 4 – HR-stage 3), which is the ratio of the difference between the estimated VO2 of last two stages of submaximal running test and corresponding change of steady-state heart rate.