High-throughput mediation analysis of human proteome and metabolome identifies mediators of post-bariatric surgical diabetes control.
Jonathan M DreyfussYixing YuchiXuehong DongVissarion EfthymiouHui PanDonald C SimonsonAshley VernonFlorencia HalperinPratik AryalAnish KonkarYinong SebastianBrandon W HiggsJoseph GrimsbyCristina M RondinoneSimon KasifBarbara B KahnKathleen FosterRandy J SeeleyAllison B GoldfineVera DjordjilovićMary Elizabeth PattiPublished in: Nature communications (2021)
To improve the power of mediation in high-throughput studies, here we introduce High-throughput mediation analysis (Hitman), which accounts for direction of mediation and applies empirical Bayesian linear modeling. We apply Hitman in a retrospective, exploratory analysis of the SLIMM-T2D clinical trial in which participants with type 2 diabetes were randomized to Roux-en-Y gastric bypass (RYGB) or nonsurgical diabetes/weight management, and fasting plasma proteome and metabolome were assayed up to 3 years. RYGB caused greater improvement in HbA1c, which was mediated by growth hormone receptor (GHR). GHR's mediation is more significant than clinical mediators, including BMI. GHR decreases at 3 months postoperatively alongside increased insulin-like growth factor binding proteins IGFBP1/BP2; plasma GH increased at 1 year. Experimental validation indicates (1) hepatic GHR expression decreases in post-bariatric rats; (2) GHR knockdown in primary hepatocytes decreases gluconeogenic gene expression and glucose production. Thus, RYGB may induce resistance to diabetogenic effects of GH signaling.Trial Registration: Clinicaltrials.gov NCT01073020.
Keyphrases
- roux en y gastric bypass
- high throughput
- weight loss
- gastric bypass
- social support
- clinical trial
- obese patients
- glycemic control
- gene expression
- bariatric surgery
- phase iii
- phase ii
- single cell
- type diabetes
- body mass index
- open label
- cardiovascular disease
- double blind
- blood glucose
- growth hormone
- endothelial cells
- study protocol
- weight gain
- depressive symptoms
- poor prognosis
- genome wide
- liver injury
- blood pressure
- metabolic syndrome
- drug induced
- placebo controlled
- randomized controlled trial
- binding protein
- skeletal muscle
- adipose tissue
- pluripotent stem cells