Table 2.
Predicting treatment response with components from ICA using linear regression (n = 29)
Variable | |||||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Targets | |||||||||||||||
Component 1b | Component 8 | Component 16 | Component 17 | Component 22 | |||||||||||
R2 | Β | P | R2 | Β | P | R2 | B | P | R2 | B | P | R2 | B | P | |
Full ICA sample | |||||||||||||||
Event related to component | 0.09 | −00.19 | 0.38 | 0.06 | −0.05 | 0.81 | 0.06 | 0.03 | 0.90 | 0.16 | −0.32 | 0.09 | 0.10 | −0.20 | 0.30 |
Medication | 0.34 | 0.12 | 0.25 | 0.21 | 0.26 | 0.20 | 0.28 | 0.14 | 0.31 | 0.12 | |||||
Age | 0.24a | 0.30 | 0.29a | 0.21 | 0.28a | 0.23 | 0.28a | 0.19 | 0.33a | 0.13 | |||||
Gender | 0.10a | 0.61 | 0.06a | 0.76 | 0.08a | 0.70 | 0.02a | 0.90 | 0.12a | 0.51 | |||||
Participants treated with duloxetine | |||||||||||||||
Event related to component | 0.04 | −0.20 | 0.52 | 0.02 | 0.13 | 0.68 | 0.01 | 0.12 | 0.71 | 0.10 | −0.32 | 0.29 | 0.01 | −0.07 | 0.82 |
Participants treated with escitalopram | |||||||||||||||
Event related to component | 0.02 | −0.15 | 0.59 | 0.04 | −0.20 | 0.47 | 0.01 | −0.07 | 0.79 | 0.11 | −0.33 | 0.21 | 0.12 | −0.34 | 0.20 |
Commissions | |||||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Component 11 | Component 15 | Component 17 | Component 24 | Component 25 | |||||||||||
R2 | Β | P | R2 | Β | P | R2 | Β | P | R2 | Β | P | R2 | Β | P | |
Full ICA sample | |||||||||||||||
Event related to component | 0.10 | −0.19 | 0.36 | 0.07 | −0.05 | 0.80 | 0.08 | −0.13 | 0.50 | 0.29 | −0.49 | 0.008 | 0.43 | −0.65 | <0.001 |
Medication | 0.32 | 0.12 | 0.25 | 0.19 | 0.28 | 0.16 | 0.35 | 0.048 | 0.48 | 0.006 | |||||
Age | 0.24a | 0.27 | 0.26a | 0.25 | 0.28a | 0.21 | 0.19a | 0.34 | 0.12a | 0.52 | |||||
Gender | 0.08a | 0.67 | 0.09a | 0.65 | 0.14a | 0.49 | 0.02a | 0.93 | 0.04a | 0.80 | |||||
Participants treated with duloxetine | |||||||||||||||
Event related to component | 0.01 | −0.09 | 0.77 | 0.02 | 0.14 | 0.65 | 0.03 | −0.19 | 0.54 | 0.15 | −0.38 | 0.20 | 0.29 | −0.54 | 0.06 |
Participants treated with escitalopram | |||||||||||||||
Event related to component | 0.06 | −0.25 | 0.35 | 0.02 | −0.15 | 0.58 | 0.01 | −0.08 | 0.76 | 0.32 | −0.56 | 0.02 | 0.48 | −0.69 | 0.003 |
Rejections | ||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
Component 11 | Component 16 | Component 17 | Component 25 | |||||||||
R2 | Β | P | R2 | Β | P | R2 | Β | P | R2 | Β | P | |
Full ICA sample | ||||||||||||
Event related to component | 0.07 | −0.08 | 0.66 | 0.10 | 0.20 | 0.31 | 0.07 | −0.02 | 0.94 | 0.11 | −0.33 | 0.08 |
Medication | 0.25 | 0.21 | 0.31 | 0.13 | 0.25 | 0.21 | 0.34a | 0.12 | ||||
Age | 0.27a | 0.25 | 0.28a | 0.19 | 0.27a | 0.22 | 0.19a | 0.39 | ||||
Gender | 0.08a | 0.67 | 0.07a | 0.73 | 0.11a | 0.60 | 0.07a | 0.71 | ||||
Participants treated with duloxetine | ||||||||||||
Event related to component | 0.01 | 0.09 | 0.78 | 0.11 | 0.34 | 0.26 | 0.08 | 0.28 | 0.35 | 0.00 | −0.04 | 0.90 |
Participants treated with escitalopram | ||||||||||||
Event related to component | 0.03 | −0.18 | 0.50 | 0.00 | 0.04 | 0.90 | 0.13 | −0.36 | 0.18 | 0.43 | −0.66 | 0.006 |
Variable removed from final reduced model.
Null hypothesis predictor component. Models were not corrected for multiple comparisons, but FDR corrected P-values were computed for Commission events: P-value = 0.02). Italicized P-values are significant or trending toward significance at P=0.05.