Table 2.
TG (n = 149)a | HDLC (n = 150) | LDLC (n = 148)b | TC (n = 151)b | |||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
beta | std error | p | beta | std error | p | beta | std error | p | beta | std error | p | |
Univariable model | ||||||||||||
PRS (for the lipid level assessed) | 0.2403 | 0.0803 | 0.0032 | 0.4579 | 0.0737 | 5.00E-09 | 0.2403 | 0.0805 | 0.0034 | 0.2262 | 0.0809 | 0.0058 |
Multivariable model | ||||||||||||
PRS (for the lipid level assessed) | 0.3133 | 0.0804 | 1.52E-04 | 0.3818 | 0.0667 | 6.28E-08 | 0.2524 | 0.0839 | 0.0031 | 0.2494 | 0.0851 | 0.0040 |
Female sex | -0.2633 | 0.0771 | 8.36E-04 | 0.3980 | 0.0669 | 2.17E-08 | 0.0717 | 0.0862 | 0.4067 | 0.0818 | 0.0853 | 0.3392 |
Age | 0.0019 | 0.0849 | 0.9820 | 0.0602 | 0.0721 | 0.4050 | 0.0777 | 0.0940 | 0.4099 | 0.1237 | 0.0939 | 0.1899 |
BMI (kg/m2) | 0.2944 | 0.0803 | 3.51E-04 | -0.3009 | 0.0673 | 1.61E-05 | 0.1013 | 0.0881 | 0.2522 | 0.1040 | 0.0881 | 0.2398 |
T2D | -0.0642 | 0.0819 | 0.4343 | 0.0590 | 0.0697 | 0.3990 | -0.0328 | 0.0928 | 0.7247 | -0.0001 | 0.0908 | 0.9989 |
Psychotic illnessc | 0.0472 | 0.0792 | 0.5527 | -0.0025 | 0.0669 | 0.9710 | 0.0347 | 0.0885 | 0.6957 | 0.0068 | 0.0870 | 0.9380 |
Originating ascertainment cohort | -0.0676 | 0.1559 | 0.6654 | 0.1313 | 0.1329 | 0.3250 | 0.0608 | 0.1727 | 0.7255 | -0.0471 | 0.1728 | 0.7857 |
Sequencing platform | 0.1972 | 0.1230 | 0.1112 | -0.1072 | 0.1047 | 0.3080 | -0.0629 | 0.1388 | 0.6512 | 0.0402 | 0.1369 | 0.7697 |
Ancestry PC1 | -0.0827 | 0.0787 | 0.2953 | 0.0078 | 0.0663 | 0.9060 | -0.0659 | 0.0870 | 0.4503 | -0.0476 | 0.0870 | 0.5852 |
Ancestry PC2 | -0.1035 | 0.0989 | 0.2970 | 0.1073 | 0.0823 | 0.1950 | 0.0811 | 0.1073 | 0.4509 | 0.0823 | 0.1072 | 0.4439 |
Ancestry PC3 | 0.1311 | 0.1407 | 0.3532 | -0.0049 | 0.1195 | 0.9680 | -0.0847 | 0.1555 | 0.5868 | -0.1042 | 0.1557 | 0.5043 |
Ancestry PC4 | 0.0366 | 0.0853 | 0.6687 | -0.0755 | 0.0730 | 0.3030 | -0.0808 | 0.0942 | 0.3926 | -0.1176 | 0.0944 | 0.2151 |
R2 | p | R2 | p | R2 | p | R2 | p | |||||
Model | 0.2471 | 7.26E-05 | 0.4565 | 2.46E-13 | 0.0914 | 0.3400 | 0.0909 | 0.3258 | ||||
ΔR2 | ΔR2 | ΔR2 | ΔR2 | |||||||||
PRS variable | 0.0843 | 0.1302 | 0.0647 | 0.0630 |
Beta coefficients are standardized with positive values indicating a positive association between higher lipid levels and female sex, older age, higher BMI, having type 2 diabetes, having a psychotic illness, belonging to the TCAG sequencing project cohort, sequenced using a HiSeq X, and higher value for PC (and thus a negative beta value indicates a negative association for that variable, i.e., lower lipid level)
ΔR2, here an estimate of the variance in each lipid level explained by the PRS, is calculated by subtracting the R2 of the multivariable model without the PRS variable (i.e., using all remaining phenotypic, batch, and ancestry variables) from the R2 of the full model
TG Triglyceride, LDLC Low density lipoprotein cholesterol, HDLC High density lipoprotein cholesterol, TC Total cholesterol, BMI Body mass index, T2D Type 2 diabetes, PC Principal component for ancestry
Bold font indicates statistical significance
aExcluded one individual on fibrate treatment. Triglyceride levels were natural log transformed to approximate a normal distribution
bFor individuals on statin medications, LDLC and TC levels were divided by 0.7 and 0.8, respectively, as in previous studies [8, 9, 32]
cDefined as schizophrenia or schizoaffective disorder