Cross-sectional, interventional, and causal investigation of insulin sensitivity using plasma proteomics in diverse populations

Abstract

Background: We previously reported significant correlations between a direct measure of insulin sensitivity (IS) and blood levels of proteins measured using the Proximity Extension Assay (PEA) in two European cohorts. However, protein correlations with IS within non-European populations, in response to short-term interventions that improve IS, and any causal associations with IS have not yet been established.

Methods: We measured 1470 proteins using the PEA in the plasma of 1015 research participants at Stanford University who underwent one or more direct measures of IS. Association analyses were carried out with multivariable linear regression within and across Stanford subgroups and within each of the two European cohorts. Association statistics were also meta-analyzed after transformation and harmonization of the two direct measures of IS. Lastly, we performed genome-wide association studies of IS and used genetic instruments of plasma proteins from the UK Biobank to identify candidate causal proteins for IS through Mendelian Randomization (MR) analysis.

Results: In age and sex adjusted model, 810 proteins were associated with baseline IS among 652 self-reported European participants in the Stanford cohort at a false discovery rate (FDR) < 0.05. Effect sizes for these proteins were highly correlated with those observed in 122 South Asian, 92 East Asian, 85 Hispanic, and 52 Black/African American persons (r = 0.68 to 0.83, all P ≤ 4.3 × 10^-113). Meta-analysis of the full Stanford cohort with the two European cohorts (N = 2945) yielded 247 significant protein associations (FDR < 0.05), with 50 remaining significant after further adjustment for body mass index. In a subset of Stanford participants undergoing insulin sensitizing interventions (N = 53 taking thiazolidinediones, N = 66 with weight loss), 79.3 % of protein level changes were directionally consistent with the respective baseline association (observed/expected p = 6.0 × 10^-16). MR analyses identified ten candidate causal proteins for IS, among which were SELE and ASGR1, proteins with established drug targets currently under investigation.

Conclusion: Plasma proteins measured using the PEA provide a robust signature for IS across diverse populations and after short-term insulin sensitizing interventions highlighting their potential value as universal biomarkers of insulin resistance. A small subset of markers provided insights into potential causal molecular mechanisms and therapeutic targets.

Keywords: Causal inference; Insulin sensitivity; Mendelian randomization; Plasma protein; Thiazolidinediones; Weight loss.