From: Artificial neural networks modeling gene-environment interaction
High risk scenario | Low risk scenario | ||||||
---|---|---|---|---|---|---|---|
Neural network | Logistic regression | Logistic regression (DV) | Neural network | Logistic regression | Logistic regression (DV) | ||
n =1000 + 1000 | n=1000 + 1000 | ||||||
Genetic model | 40.79 | 31.31 | 48.15 | 48.22 | 40.85 | 83.62 | |
| Environmental model | 46.14 | 277.11 | 277.11 | 52.45 | 171.61 | 171.36 |
Additive model | 45.13 | 256.52 | 260.10 | 47.99 | 163.19 | 189.92 | |
Interaction model | 119.77 | 345.77 | 247.93 | 132.47 | 225.61 | 194.37 | |
n =500 + 500 | n = 500 + 500 | ||||||
Genetic model | 59.28 | 47.14 | 68.22 | 64.27 | 92.02 | 159.80 | |
| Environmental model | 60.57 | 277.51 | 277.15 | 90.76 | 174.37 | 174.16 |
Additive model | 56.10 | 268.11 | 297.62 | 80.66 | 190.25 | 242.34 | |
Interaction model | 138.91 | 344.50 | 268.75 | 153.56 | 233.16 | 210.98 | |
n = 200 + 200 | n = 200 + 200 | ||||||
Genetic model | 101.95 | 85.67 | 152.25 | 97.23 | 167.48 | 207.66 | |
| Environmental model | 96.32 | 278.40 | 278.93 | 163.16 | 177.14 | 175.27 |
Additive model | 96.16 | 329.55 | 374.17 | 177.24 | 246.06 | 292.39 | |
Interaction model | 168.90 | 349.88 | 316.01 | 207.81 | 256.22 | 291.88 |