Table 5. Associations between body mass index/fat mass index and activity levels as tested both by conventional epidemiological approaches and through the application of instrumental variable analysis using the FTO (rs1558902) genetic variant as an instrument.
Adiposity | Activity | N | Linear Regression | Instrumental Variable Regression (FTO rs1558902) | |||||||
Z-Score Value Coefficient (95% CI)a | Difference in Activity, Raw Units (95% CI)a | p-Value | F-Statistic | Partial R 2 | Z-Score Value Coefficient (95% CI)a | Difference in Activity, Raw Units (95% CI)a | p-Value | p-Value (DWH)b | |||
BMI | Total physical activity (counts/min) | 4,296 | −0.12 (−0.15, −0.10) | −22.3 (−27.6, −17.0) | 1.6×10−16 | 35.0 | 0.01 | −0.31 (−0.64, −0.03) | −54.5 (−114.3, 5.3) | 0.07 | 0.28 |
Moderate-to-vigorous activity (min/d)c | −0.17 (−0.20, −0.14) | −2.6 (−3.1, −2.1) | 3.7×10−29 | −0.16 (−0.49, 0.17) | −2.4 (−7.5, 2.6) | 0.34 | 0.95 | ||||
Sedentary time (min/d) | 0.05 (0.02, 0.08) | 3.5 (1.5, 5.5) | 5.0×10−4 | 0.50 (0.13, 0.86) | 33.0 (8.9, 57.2) | 0.007 | 0.01 | ||||
FMI | Total physical activity (counts/min) | 4,244 | −0.18 (−0.21, −0.15) | −32.3 (−37.6, −27,1) | 1.5×10−33 | 34.7 | 0.01 | −0.31 (−0.64, 0.02) | −55.3 (−114.1, 3.4) | 0.07 | 0.44 |
Moderate-to-vigorous activity (min/d)c | −0.22 (−0.25, −0.19) | −3.4 (−3.8, −2.9) | 2.4×10−48 | −0.16 (−0.48, 0.17) | −2.4 (−7.4, 2.6) | 0.35 | 0.71 | ||||
Sedentary time (min/d) | 0.09 (0.06, 0.12) | 5.8 (3.8, 7.7) | 1.4×10−8 | 0.50 (0.14, 0.86) | 33.4 (9.5, 57.3) | 0.006 | 0.01 |
Regression results were adjusted for age.
Coefficients are displayed as sex-specific z-scores for both measures of adiposity and activity levels and have also been rescaled to give more meaningful outcomes relating to the raw units of these variables. The raw-unit difference was computed by multiplying the z-score value by the SD of the variable, taken from Table 1.
p(DWH) is the p-value of the Durbin form of the DWH test, which examines the difference between the estimates from linear regression and instrumental variable analysis.
Moderate-to-vigorous activity was log transformed for analysis.