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 | 80.29 | 80.39 | 303.07^{∗} | 87.65 | 209.74 | 249.96 | |
$\sum _{g{u}^{\prime}}{E}_{g{u}^{\prime}}$ | Environmental model | 79.60 | 278.32 | 277.18 | 78.18 | 170.94 | 170.94 |
Additive model | 74.67 | 369.57 | 443.10 | 92.18 | 303.98 | 348.50 | |
Interaction model | 180.02 | 415.60 | 541.02^{∗} | 191.77 | 327.44 | 481.62^{∗} | |
Model 1 | 113.62 | 244.87 | 375.43^{∗} | 179.23 | 226.03 | 355.59^{∗} | |
$\sum _{g{u}^{\prime}}{E}_{g{u}^{\prime}}$ | Model 2 | 232.75 | 389.70 | 472.47^{∗} | 318.57 | 346.57 | 460.08^{∗} |
Model 3 | 253.00 | 230.12 | 232.20 | 256.38 | 253.67 | 254.80 | |
Model 4 | 133.91 | 126.27 | 97.92 | 138.28 | 132.11 | 93.04 |