Skip to main content
. 2023 Jun 17;66(9):1643–1654. doi: 10.1007/s00125-023-05946-z

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