Table 2 Comparison of GLM models indicating the importance of gene-environment interactions. Three GLM models were constructed (see Fig. 1 for an illustration of included dependency relationships): (1) Model-1 containing only main effect of the environmental factor (relationship ‘a’), and (2) Model-2 containing only main effects of the environmental and genetic factors (‘a’ + ‘b’), and (3) Model-3 containing main effects plus interactions of the environmental and genetic factors (‘a’ + ‘b’ + ‘c’). Note that the inclusion of gene-environment interaction in Model-3 provides a significantly better model compared to Model-2 containing only main effects.

From: Significance of risk polymorphisms for depression depends on stress exposure

Compared Models

DF-1

DF-2

F

p-value

Variance explained

Model 1 (‘a’)

RLE

Model 2 (‘a’ + ‘b’)

RLE + genetic

factors

(only main effects)

4

18

1.55

0.086

Model 1

6.13%

Model 2

7.03%

Model 1(‘a’)

RLE

Model 3 (‘a’ + ‘b’ + ‘c’)

RLE + genetic factors

(main effects + interactions)

4

38

1.88

0.002

Model 1

6.13%

Model 2

8.68%

  1. DF-1 and DF-2 represents degrees of freedom for compared models, and F represents the value of the corresponding F statistic.