Table 3 All metabolites that met q-value < 0.2 in at least one primary model analysis that adjusts for matching factors. M1 is the simple modela (accounting for matching factors) and M2 is the adjusted modelb (adjusting for matching factors and breast cancer risk factors).
Metabolite | Model | Logistic odds ratio | Logistic P-value | Lasso odds ratio | Lasso P-value | Elastic net odds ratio | Elastic net P-value | Random forest P-value |
---|---|---|---|---|---|---|---|---|
DMGV | M1 | 0.84 | 9.23E−05 | 0.87 | 4.00E−02 | 0.90 | 5.60E−02 | <0.01 |
M2 | 0.88 | 1.10E−02 | 0.89 | 6.80E−02 | 0.96 | 1.64E−01 | <0.01 | |
2-aminohippuric acid | M1 | 0.84 | 1.42E−04 | 0.93 | 2.24E−01 | 0.94 | 2.48E−01 | 0.02 |
M2 | 0.85 | 7.72E−04 | 0.92 | 1.56E−01 | 0.96 | 9.60E−02 | 0.02 | |
Piperine | M1 | 0.85 | 4.59E−04 | 0.80 | 0.00E+00 | 0.85 | 0.00E+00 | <0.01 |
M2 | 0.84 | 2.79E−04 | 0.78 | 0.00E+00 | 0.92 | 1.60E−02 | <0.01 | |
Kynurenic acid | M1 | 0.87 | 3.00E−03 | 0.87 | 2.80E−02 | 0.90 | 5.60E−02 | 0.1 |
M2 | 0.86 | 2.92E−03 | 0.86 | 1.20E−02 | 0.96 | 8.80E−02 | 0.11 | |
N2,N2-dimethyl-guanosine | M1 | 0.88 | 8.47E−03 | 1.00 | 1.00E+00 | 0.97 | 6.04E−01 | <0.01 |
M2 | 0.91 | 6.01E−02 | 1.00 | 5.04E−01 | 0.98 | 3.04E−01 | 0.05 | |
Phenylacetyl-glutamine | M1 | 0.89 | 1.15E−02 | 0.88 | 2.80E−02 | 0.90 | 5.20E−02 | 0.13 |
M2 | 0.90 | 2.13E−02 | 0.89 | 2.40E−02 | 0.96 | 9.20E−02 | 0.19 | |
C34:3 PC plasmalogen | M1 | 1.13 | 7.64E−03 | 1.24 | 2.80E−02 | 1.09 | 1.28E−01 | 0.01 |
M2 | 1.09 | 7.44E−02 | 1.29 | 1.60E−02 | 1.03 | 1.64E−01 | <0.01 | |
C20:1 LPC | M1 | 1.13 | 9.00E−03 | 1.08 | 2.44E−01 | 1.06 | 3.80E−01 | 0.17 |
M2 | 1.10 | 5.18E−02 | 1.14 | 6.00E−02 | 1.02 | 2.76E−01 | 0.25 | |
C40:7 PE plasmalogen | M1 | 1.14 | 3.23E−03 | 1.25 | 0.00E+00 | 1.11 | 6.80E−02 | 0.01 |
M2 | 1.11 | 3.01E−02 | 1.29 | 0.00E+00 | 1.03 | 1.28E−01 | 0.04 | |
Asparagine | M1 | 1.14 | 6.10E−03 | 1.22 | 2.80E−02 | 1.13 | 3.20E−02 | 0.02 |
M2 | 1.10 | 5.41E−02 | 1.18 | 4.40E−02 | 1.04 | 1.20E−01 | 0.03 | |
Creatine | M1 | 1.10 | 3.94E−02 | 1.27 | 0.00E+00 | 1.16 | 1.20E−02 | 0.06 |
M2 | 1.13 | 1.51E−02 | 1.24 | 0.00E+00 | 1.05 | 5.60E−02 | 0.07 |