Table 3.
Proteins selected by randomised LASSO stability selection analyses when regressed on raw M values or on the M value residuals after regressing out clinical predictors of insulin sensitivity
| Covariates regressed out of M value | None | Centre*-Age | Centre*-Age-Sex* | Centre*-Age-Sex*-BMI | Centre*-Age-Sex*-BMI-Lipids-SBP | BMI-Lipids-SBP |
|---|---|---|---|---|---|---|
| Protein selected in RISC | ||||||
| ADGRG2_Q8IZP9_metabo | x | x | ||||
| CD300LG_Q6UXG3_develo | x | |||||
| FABP2_P12104_cardio_ii | x | |||||
| FABP4_P15090_cardio_iii | x | x | x | |||
| IGFBP_1_P08833_cardio_iii | x | x | x | |||
| IGFBP_2_P18065_cardio_iii | x | x | x | x | x | x |
| INHBC_P55103_develo | x | x | x | |||
| LEP_P41159_cardio_ii | x | x | x | |||
| RTN4R_Q9BZR6_metabo | x | x | x | |||
| SCGB3A2_Q96PL1_cardio_iii | x | x | x | x | x | x |
| Protein selected in ULSAM | ||||||
| ADGRG1_Q9Y653_organ_damage | x | x | N/A | |||
| FABP4_P15090_cardio_iii | x | N/A | ||||
| IGFBP_2_P18065_cardio_iii | x | x | N/A | x | x | x |
| ITGAV_P06756_oncolo_ii | x | x | N/A | x | x | x |
| LEP_P41159_cardio_ii | x | x | N/A | |||
| LPL_P06858_cardio_ii | x | x | N/A | x | ||
| RTN4R_Q9BZR6_metabo | x | N/A | ||||
| Variance (R2) explained by proteins selected (95% CI) | ||||||
| RISC → RISC | 0.366 | 0.363 | 0.381 | 0.338 | 0.362 | 0.352 |
| (0.281–0.452) | (0.278–0.448) | (0.297–0.465) | (0.253–0.425) | (0.277–0.448) | (0.266–0.439) | |
| ULSAM → RISC | 0.348 | 0.345 | ||||
| (0.300–0.396) | (0.296–0.393) | |||||
| ULSAM → ULSAM | 0.582 | 0.587 | 0.472 | 0.495 | 0.495 | |
| (0.502–0.663) | (0.507–0.667) | (0.380–0.565) | (0.406–0.586) | (0.404–0.585) | ||
| RISC → ULSAM | 0.524 | 0.444 | ||||
| (0.475–0.573) | (0.391–0.497) |
*Variable not applicable in ULSAM cohort.
Protein label includes name, UniProt ID, panel
R2 = variance explained of M value of selected proteins and covariates in the testing dataset. Numbers in parentheses provide 95% confidence intervals for given R2.
N/A, not applicable as ULSAM included only male participants.
RISC → RISC, models trained in RISC and tested in RISC; ULSAM → ULSAM, models trained in ULSAM and tested in ULSAM; RISC → ULSAM, models trained in RISC and tested in ULSAM; ULSAM → RISC, models trained in ULSAM and tested in RISC