Table 6. 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 a 31-SNP weighted allelic score (excluding FTO) as an instrument.
Adiposity | Activity | N | Linear Regression | Instrumental Variable Regression (Weighted Allelic Score with 31 SNPs) | |||||||
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 | 88.9 | 0.02 | −0.13 (−0.34, 0.07) | −24.0 (−61.2, 13.1) | 0.21 | 0.92 |
Moderate-to-vigorous activity (min/d)c | −0.17 (−0.20, −0.14) | −2.6 (−3.1, −2.1) | 3.7×10−29 | −0.19 (−0.40, 0.02) | −2.9 (−6.1, 0.3) | 0.07 | 0.85 | ||||
Sedentary time (min/d) | 0.05 (0.02, 0.08) | 3.5 (1.5, 5.5) | 5.0×10−4 | 0.09 (−0.12, 0.30) | 5.8 (−8.2, 19.7) | 0.42 | 0.75 | ||||
FMI | Total physical activity (counts/min) | 4,244 | −0.18 (−0.21, −0.15) | −32.3 (−37.6, −27,1) | 1.5×10−33 | 73.3 | 0.02 | −0.16 (−0.38, 0.07) | −28.1 (−68.4, 12.2) | 0.17 | 0.84 |
Moderate-to-vigorous activity (min/d)c | −0.22 (−0.25, −0.19) | −3.4 (−3.8, −2.9) | 2.4×10−48 | −0.22 (−0.44, 0.01) | −3.4 (−6.8, 0.8) | 0.06 | 0.99 | ||||
Sedentary time (min/d) | 0.09 (0.06, 0.12) | 5.8 (3.8, 7.7) | 1.4×10−8 | 0.10 (−0.13, 0.33) | 6.8 (−8.4, 22.1) | 0.38 | 0.89 |
Regression results were adjusted for age.
Coefficients are displayed as sex-specific z-scores for both measures of adiposity and activity levels and have 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.